1.Research on Lung Cancer Traditional Chinese Medicine Prescription Recommendation Based on Large Language Models
Zongzhen ZHOU ; Xinyu WANG ; Tao YANG ; Kongfa HU
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(7):980-986
OBJECTIVE To address the issue of recommending traditional Chinese medicine(TCM)prescriptions,and to utilize the clinical records of lung cancer from TCM experts to automatically generate prescriptions,providing reference for the study of medi-cation rules and TCM clinical decision-making assistance.METHODS This algorithm transformed clinical manifestations,standard-ized tongue diagnosis,and pulse diagnosis into TCM prescriptions through a large model,thereby converting the task of TCM prescrip-tion recommendation into a text generation task.The CHATGLM3 model,based on the GLM structure,was used to enhance the under-standing of lung cancer cases and learn the intrinsic experiential knowledge of TCM experts in treating lung cancer,thereby improving the prescription generation effectiveness of the model.This was compared with traditional generative models.RESULTS The study demonstrated that integrating TCM knowledge from lung cancer cases into large language models effectively improved the model's pre-scription generation capabilities.Particularly in generating commonly used core medications by TCM experts,the model showed a high tendency and provided rich and valuable reference information.The lung cancer TCM prescription recommendation model achieved 64.62%in BLEU,55.78%in ROUGE,and 47.39%in METEOR scores.It also achieved accuracies of 67.79%,63.66%,56.76%,and 51.93%in the top 5,10,15,and 20 TCM prescriptions,respectively,outperforming the baseline model.CONCLUSION The lung cancer TCM prescription recommendation model presented in this paper achieves better prescription generation results com-pared to traditional generative models.It demonstrates the model's ability to learn knowledge about lung cancer diagnosis and treatment from cases,thereby generating TCM prescriptions that align with TCM treatment principles.This also provides a potential direction for future assistance in clinical decision-making.
2.Factors affecting the effectiveness of high-frequency transcranial magnetic stimulation in the treatment of neuropathic pain following spinal cord injury
Yixing LU ; Xiaolong SUN ; Xiao XI ; Xiangbo WU ; Tao HAN ; Xinyu LIU ; Qiaozhen LI ; Guiqing CHENG ; Chunqiu DAI ; Ying LIANG ; Hua YUAN
Chinese Journal of Physical Medicine and Rehabilitation 2025;47(3):226-231
Objective:To explore the factors associated with the efficacy of high-frequency repetitive transcranial magnetic stimulation (rTMS) in the treatment of neuropathic pain (NP) following spinal cord injury (SCI).Methods:This was a retrospective study of 89 SCI survivors with NP receiving high-frequency rTMS. Those with a ≥30% reduction in their Numeric Rating Scales (NRS) scores after 2 weeks of treatment were termed Responders ( n=36), with the others classified as non-responders ( n=53). Demographic data (gender, education level, age), SCI characteristics (injury etiology, injury severity, neurological injury level, injury duration), NP characteristics (pain type, pain intensity, analgesic use), functional assessment (Modified Ashworth Scale score, Spinal Cord Independence Measure score, Modified Barthel Index score, American Spinal Injury Association motor/sensory score) were collected. Least absolute shrinkage and selection operator (LASSO) regression was used for variable selection, followed by binary logistic regression to identify factors associated with treatment efficacy. Results:Among the 89 patients, 36 (40.4%) were Responders to high-frequency rTMS. Binary logistic regression revealed that those with a cervical spinal cord injury and/or spasticity and women were more likely to respond to high-frequency rTMS.Conclusions:Female gender, cervical spinal cord injury, and spasticity are independent factors predicting rTMS efficacy in treating SCI, with spasticity demonstrating the strongest association.
3.Factors affecting the effectiveness of high-frequency transcranial magnetic stimulation in the treatment of neuropathic pain following spinal cord injury
Yixing LU ; Xiaolong SUN ; Xiao XI ; Xiangbo WU ; Tao HAN ; Xinyu LIU ; Qiaozhen LI ; Guiqing CHENG ; Chunqiu DAI ; Ying LIANG ; Hua YUAN
Chinese Journal of Physical Medicine and Rehabilitation 2025;47(3):226-231
Objective:To explore the factors associated with the efficacy of high-frequency repetitive transcranial magnetic stimulation (rTMS) in the treatment of neuropathic pain (NP) following spinal cord injury (SCI).Methods:This was a retrospective study of 89 SCI survivors with NP receiving high-frequency rTMS. Those with a ≥30% reduction in their Numeric Rating Scales (NRS) scores after 2 weeks of treatment were termed Responders ( n=36), with the others classified as non-responders ( n=53). Demographic data (gender, education level, age), SCI characteristics (injury etiology, injury severity, neurological injury level, injury duration), NP characteristics (pain type, pain intensity, analgesic use), functional assessment (Modified Ashworth Scale score, Spinal Cord Independence Measure score, Modified Barthel Index score, American Spinal Injury Association motor/sensory score) were collected. Least absolute shrinkage and selection operator (LASSO) regression was used for variable selection, followed by binary logistic regression to identify factors associated with treatment efficacy. Results:Among the 89 patients, 36 (40.4%) were Responders to high-frequency rTMS. Binary logistic regression revealed that those with a cervical spinal cord injury and/or spasticity and women were more likely to respond to high-frequency rTMS.Conclusions:Female gender, cervical spinal cord injury, and spasticity are independent factors predicting rTMS efficacy in treating SCI, with spasticity demonstrating the strongest association.
4.Research on a Traditional Chinese Medicine Knowledge Q&A Model Integrating Supervised Fine-Tuning and Retrieval-Augmented Generation
Xinyu WANG ; Tao YANG ; Song WANG ; Yichu XU ; Kongfa HU
World Science and Technology-Modernization of Traditional Chinese Medicine 2025;27(7):1898-1905
Objective To construct a traditional Chinese medicine(TCM)knowledge question-answering model with strong reasoning capabilities and reliable results,TCM Q&A datasets and TCM literature were fully utilized.Methods Large-scale TCM corpus and Q&A data were collected and organized,with ChatGLM3 serving as the base model.The PissA method was used for supervised fine-tuning,combined with retrieval-augmented generation(RAG)techniques,to build a TCM knowledge Q&A model that integrates supervised fine-tuning and retrieval-augmented generation.The model was compared with ChatGLM3,SFT,and RAG,with evaluations based on classic metrics such as BLEU,ROUGE1,and F-scores.Results The model in this paper achieved BLEU and ROUGE1 scores of 14.5830 and 34.6730,respectively.After incorporating retrieval-augmented generation,the model attained an F score of 0.6398 in the inference results on a TCM dataset,outperforming the ChatGLM3 baseline model's 0.2654.Conclusion The construction method of a large model in the TCM domain that integrates supervised fine-tuning and retrieval augmentation can effectively enhance the model's reasoning performance and reliability in TCM.
5.The influence of two-way referral model on treatment and prognosis of patients with chronic heart failure
Yijun SUN ; Xinyu ZHANG ; Yue HU ; Zongwei LIN ; Jie XIAO ; Peng LI ; Xin ZHAO ; Huafang ZHANG ; Bo QIN ; Dequan JIA ; Tao ZHANG ; Jian MA ; Hongping CHEN ; Chunju ZHANG ; Xinwei GENG ; Kaiyan ZHANG ; Man ZHENG ; Fenglei ZHANG ; Yan LANG ; Hegong HOU ; Peng LIU ; Haifeng JIA ; Jianjun LU ; Kai ZHAO ; Hui ZHAO ; Jiechang XU ; Mi ZHANG ; Xiuxin LI ; Dongxia ZHANG ; Lin ZHONG ; Hui ZHAO ; Fangfang LIU ; Yan LIU ; Dongxia MIAO ; Chengwei WANG ; Hui ZHANG ; Chen WANG ; Fen WANG ; Xuejuan ZHANG ; Huixia LYU ; Xiaoping JI
Chinese Journal of Cardiology 2025;53(11):1244-1253
Objective:To explore the impact of the two-way referral model on compliance and prognosis in patients with heart failure.Methods:This bidirectional cohort study enrolled chronic heart failure (CHF) patients treated at Qilu Hospital of Shandong University or designated primary hospitals between March 2018 and March 2022. Patients were categorized into two groups based on referral status: two-way referral group (participating in the referral model with≥1 follow-up visit at primary hospitals) and the core hospital group (receiving treatment and follow-up exclusively at Qilu Hospital). Baseline clinical characteristics were collected and compared between groups. Patients underwent followed-up, with primary endpoints including follow-up rate, drug (β-blockers, angiotension converting enzyme inhibitor (ACEI)/angiotensin Ⅱ receptor blockers (ARB)/angiotensin receptor-neprilysin inhibitor (ARNI), sodium-glucose cotransporter 2 inhibitors and mineralocorticoid receptor antagonists) utilization rate and target dose achievement rate. Secondary endpoints encompassed changes from baseline in left ventricular ejection fraction (LVEF), left ventricular end-diastolic diameter (LVEDd), and N-terminal pro-brain natriuretic peptide (NT-proBNP), plus cardiovascular mortality and heart failure rehospitalization. Generalized linear mixed models analyzed longitudinal trends in LVEF, LVEDd, and NT-proBNP levels. Kaplan-Meier curves and Cox regression evaluated LVEF recovery rates, supplemented by subgroup analyses. Multivariate logistic regression was used to identify factors influencing target dose achievement rate for β-blockers and ACEI/ARB/ARNI therapies in CHF patients.Results:A total of 357 patients were enrolled, aged 53 (41, 63) years, including 256 males (71.7%). 157 patients were in the two-way referral group and 200 patients in the core hospital-treated group. Compared with the core hospital-treated group, the two-way referral group had lower baseline LVEF (28 (22, 34)% vs. 31 (23, 36)%, P=0.021) and systolic blood pressure (116 (104, 125) mmHg vs. 121 (109, 134) mmHg (1 mmHg=0.133 kPa), P=0.010). The 12-month follow-up rate of the two-way referral group was higher than the core hospital-treated group (73.8% vs. 56.0%, P=0.004). No significant between-group differences were observed in drug utilization rate of β-blockers, ACEI/ARB/ARNI, or sodium-glucose cotransporter 2 inhibitors during follow-up (all P>0.05), while mineralocorticoid receptor antagonists use showed a declining trend in both groups. Although the core hospital-treated group had higher target dose achievement rates for β-blockers (65.4% vs. 49.3%, P=0.042) and ACEI/ARB/ARNI (79.8% vs. 65.8%, P=0.046) than the two-way referral group, multivariate logistic regression indicated that the two-way referral model was not a negative predictor for these outcomes (all P>0.05). Both groups showed improved NT-proBNP, LVEDd, and LVEF from baseline (all P<0.001) with no significant difference in trends between groups (all P>0.05). There was no significant difference in the composite incidence (7.6% vs. 6.5%, P=0.674) and cumulative incidence (log-rank P=0.684) of cardiovascular death and heart failure rehospitalization at 12 months between two groups. Conclusion:The two-way referral model demonstrates advantages in improving medication adherence, drug utilization rates, and targetdoseachievement rates among CHF patients. This model not only promotes cardiac functional recovery but also reduces risks of cardiovascular mortality and heart failure rehospitalization, achieving comparable therapeutic and management outcomes to those observed in core hospital-treated patients.
6.Clinical exploration of allogeneic PRP in refractory wound
Qiang TAN ; Ling WU ; Liping LIU ; Xinyu GAN ; Tao PENG
Chinese Journal of Blood Transfusion 2025;38(5):734-738
Objective: To explore the possibility of performing allogeneic platelet-rich plasma (PRP) treatment for patients who were not suitable for autologous PRP collection through case reports of two patients with refractory wounds treated with allogeneic PRP. Methods: The ABO-compatible allogeneic whole blood was centrifuged 3 times to obtain allogeneic PRP within 6 hours of blood collection. Then the qualified allogeneic PRP was applied to 2 cases of refractory wound on the same day. Results: The platelet concentration in allogeneic PRP was higher than 1 000×10
/L, and the test results of infectious diseases, as well as the mixing of red blood cells and white blood cells, met the standard of quality control. Both patients achieved satisfactory wound healing outcomes (3 d). Conclusions: For patients who were not suitable for autologous PRP treatment, allogeneic PRP might be a new option.
7.Role of TIM3 Pathway in Immune Pathogenesis and Targeted Therapy of Myelodysplastic Syndrome
Xinyu GUO ; Shunjie YU ; Jinglian TAO ; Yingshuai WANG ; Xiaotong REN ; Zhaoyun LIU ; Rong FU ; Zonghong SHAO ; Lijuan LI
Cancer Research on Prevention and Treatment 2025;52(9):731-735
Myelodysplastic syndrome (MDS), a myeloid tumor derived from the malignant clones of hematopoietic stem cells, has an annually increasing incidence. The contemporary research direction has shifted to analyzing the synergistic effect of immune surveillance collapse and abnormal bone marrow microenvironment in the pathological process of MDS. Against this backdrop, the immune checkpoint molecule TIM3 has emerged as a key target because of its persistently high expression on the surface of important immune cells such as T and NK cells. The abnormal activation of the TIM3 pathway is the mechanism by which solid tumors and hematological malignancies achieve immune escape and is a key hub in the formation of immune exhaustion phenotypes. This work integrates the original discoveries of our team with the latest international progress, systematically demonstrating the bidirectional regulatory network of TIM3 between the malignant clone proliferation of MDS and the immunosuppressive microenvironment. Integrating the evidence from emerging clinical trials allows us to consider the clinical significance of TIM3-targeted blocking for MDS, providing a transformative path to overcome the resistance of traditional treatments and marking a new chapter in the active immune reconstitution of MDS treatment.
8.Strategies to prevent excessive red blood cells during platelet-rich plasma collection in patients with elevated hematocrit
Lijuan YANG ; Qiang TAN ; Ling WU ; Tao PENG ; Xinyu GAN ; Lina REN ; Xin MA
Chinese Journal of Blood Transfusion 2025;38(12):1747-1751
Objective: For patients with elevated hematocrit (Hct), platelet-rich plasma (PRP) apheresis is prone to red blood cell contamination—commonly referred to as “flushing” or erythrocyte carryover—which compromises product quality and therapeutic efficacy. This study reports two clinicaly derived measures to mitigate this issue. Methods: For 21 patients with Hct ≥53%, intravenous 0.9% sodium chloride infusion before apheresis process (replacement method, n=13) or 0.9% sodium chloride fluids hemodilution within the centrifuge bowl during PRP apheresis process (dilution method, n=8) were given, respectively. The collection time, adverse reactions, and the celluar composition of PRP—including white blood cells, red blood cells, and platelet counts—were recorded and compared. Results: Neither method resulted in visible RBC contamination (“flushing”). The red blood cell counts [(0.021±0.014)×10
/L vs (0.019±0.011)×10
/L, P>0.05], white blood cell counts [(2.258±3.288) ×10
/L vs (0.557 5±1.203) ×10
/L, P>0.05], and platelet counts [(1 140±308.2)×10
/L vs (1 105±309.9)×10
/L, P>0.05] in the PRP products obtained by two methods all met the control standards of PRP. There was no significant difference [(2.268±0.927) vs (2.438±0.762) mL/min, P=0.669 2] between the two methods in terms of the speed of PRP collection. One case of adverse reaction occurred with the fluid replacement method, while no adverse reaction occurred with the dilution method. Conclusion: For patients with elevated Hct, both fluid replacement and dilution methods can effectively prevent RBC contamination during PRP collection, yielding products that meet clinical quality standards.
9.Daratumumab for pure red cell aplasia after allogeneic hematopoietic stem cell transplantation: a case report
Li ZHANG ; Yu QI ; Guangcui HE ; Tao PENG ; Xinyu GAN ; Hai YI
Chinese Journal of Blood Transfusion 2025;38(12):1759-1763
Objective: To summarize the treatment methods and efficacy of a patient with pure red cell aplasia (PRCA) after allogeneic hematopoietic stem cell transplantation (allo-HSCT), and to accumulate relevant case data. Methods: The clinical treatment and laboratory test data of a patient with PRCA after allo-HSCT in our hospital were retrospectively collected. The therapeutic strategy, monitoring parameters, and treatment outcomes were summarized. Results: Upon suspicion of post-transplant PRCA, the patient was promptly treated with intravenous injection of human immunoglobulin and three sessions of plasma exchange. The titer of blood group antibodies in the patient decreased, and the hemolytic symptoms were relieved. Over one year post-transplantation, the patient exhibited a sustained impairment of erythropoiesis, necessitating continued red blood cell transfusions. After treatment with intravenous daratumumab (400 mg twice weekly for 4 weeks), the pateint's hemoglobin (Hb) and reticulocyte (Ret) levels normalized rapidly, the ABO blood type converted from the recipient to the donor type, and the titer of IgM blood group antibodies returned to normal. The patient was successfully weaned off red blood cell transfusions, indicating the clinical efficacy of the treatment. Conclusion: Daratumumab shows effectiveness in the treatment of refractory PRCA after allo-HSCT in the case. It is essential to monitor Hb, Ret and the titer of blood group antibodies during treatment. Nevertheless, the interference of daratumumab with the titer of blood group antibodies should be considered.
10.Advances in the clinical application of centrifugal therapeutic plasma exchange: a review from the perspective of transfusion medicine physicians
Ling WU ; Qiang TAN ; Xinyu GAN ; Tao PENG
Chinese Journal of Blood Transfusion 2025;38(12):1794-1800
Centrifugal therapeutic plasma exchange (CTPE), as an important therapeutic plasma separation technique, has gained widespread application in clinical treatment in recent years due to its high efficiency, safety, and operational flexibility. By utilizing centrifugal force to separate plasma from cellular blood components, CTPE demonstrates significant advantages over conventional membrane-based therapeutic plasma exchange (MTPE), particularly regarding therapeutic efficacy and procedural rapidity in managing complex diseases. This article provides a systematic review of the principles, operational procedures, and differences between CTPE and MTPE from the professional perspective of transfusion medicine specialists. It focuses on its applications in various clinical conditions and introduces advanced techniques in CTPE. By integrating the latest research findings and clinical practice experience, this article aims to provide theoretical basis and practical guidance for transfusion medicine specialists and related clinical personnel, thereby promoting the standardisation and optimisation of CTPE technology.

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