1.Prediction of neurological function rehabilitation outcome for stroke patients using interpretable machine learning models
Shun GUI ; Jianfei ZHANG ; Huizhi HUANG
Chinese Journal of Rehabilitation Theory and Practice 2026;32(4):463-472
ObjectiveTo develop a machine learning (ML)-based prediction model for neurological rehabilitation outcomes of stroke patients. MethodsA total of 420 stroke patients admitted to the Fuzhou First People's Hospital from October, 2022 to October, 2024 were enrolled as the training set. According to the modified Rankin Scale (mRS) scores three months after discharge, the patients were divided into prognosis group (n = 289) and poor prognosis group (n = 131). An additional 180 stroke patients hospitalized in the same hospital from November, 2024 to April, 2025 were selected as the validation set. Univariate analysis, least absolute shrinkage and selection operator regression, and multivariate logistic regression were performed to identify independent influencing factors for the prognosis of neurological function recovery. Using the screened independent influencing factors as feature variables, six ML models were established, including logistic regression, linear discriminant analysis, naive Bayes, support vector machine, random forest and extreme gradient boosting (XGBoost). The area under the receiver operating characteristic curve (AUC), confusion matrix indicators (accuracy, precision, recall and F1-score), calibration curve and decision curve analysis were adopted to evaluate the predictive efficacy, calibration degree and clinical net benefit of each model, with external validation conducted in the validation set. The SHapley Additive exPlanations framework was used to interpret the optimal model, and bar charts were applied to visualize the feature importance of the best model. ResultsAge, National Institutes of Health Stroke Scale (NIHSS) score, collateral circulation grading, fasting plasma glucose (FPG), lymphocyte percentage (LYMPH%), and homocysteine (Hcy) were independent risk factors for poor neurological rehabilitation prognosis (P < 0.05). For the XGBoost model, the AUC of the training and validation sets were 0.963 (95%CI 0.947 to 0.979) and 0.825 (95%CI 0.764 to 0.885), respectively, while the accuracy was 88.81% and 77.22%, the precision was 92.86% and 68.42%, the recall was 69.47% and 47.27%, and the F1-score was 79.48% and 55.91%, optimal in both calibration and clinical net benefit. The feature importance ranking for the XGBoost model from high to low was NIHSS score, age, collateral circulation grading, FPG, Hcy and LYMPH%. ConclusionThe interpretable XGBoost ML model exhibits excellent predictive efficacy and favorable clinical applicability in predicting neurological rehabilitation outcomes for stroke patients.
2.A survey of transfusion medicine knowledge among pediatricians/postgraduates and an evaluation of large language models for learning assistance
Haiting LIU ; Xueyuan HUANG ; Minghua YANG ; Qiushi WANG ; Rong HUANG ; Rong GUI
Chinese Journal of Blood Transfusion 2026;39(3):329-338
Objective: To investigate the current knowledge status of transfusion medicine among pediatricians/postgraduates and the reliability of large language models (LLMs) for assisted learning, and to assess changes in pediatricians' transfusion medicine knowledge before and after the implementation of the "Pediatric Transfusion Guideline" (hereafter referred to as the "Guideline"). Methods: In January 2022 (prior to the implementation of the "Guideline"), a questionnaire was developed based on the "Guideline" content and distributed to pediatricians. Subsequently, in July 2025 (after the implementation of the "Guideline"), the "Pediatric Transfusion Medicine Knowledge Questionnaire" was designed based on the content of the January 2022 questionnaire. This questionnaire survey was conducted on pediatricians/postgraduates and LLMs. We analyzed the level of transfusion medicine knowledge among pediatricians/postgraduates and the reliability of LLMs for assisted learning, and compared the accuracy of pediatricians' responses before and after "Guideline" implementation. Results: The survey results after the implementation of the "Guidelines" revealed that pediatricians/postgraduates achieved response accuracy rates exceeding 80% on the topic of "Patient Blood Management". However, response accuracy rates were below 30% for topics including "Types and Indications of Blood Components/Products" and "E-valuation of Transfusion Efficacy". The pediatricians' accuracy rates for related questions before and after the implementation of the "Guidelines" were 14.7%-68.9% and 3%-38%, respectively, and the comparison of accuracy rates for each question showed significant differences (P<0.001). The accuracy rates of the LLMs on the questionnaire were all below 90%. Among them, Doubao (81.1%) and Kimi (86.4%) achieved relatively higher accuracy rates, while Tencent Yuanbao (Hunyuan) had the lowest accuracy rate at only 59.5%. Conclusion: The implementation of the "Guideline" may have improved pediatricians' knowledge level of pediatric transfusion medicine. However, their knowledge level of pediatric transfusion remains low, and LLMs cannot yet provide absolutely reliable guidance. Systematic training in pediatric transfusion medicine is urgently needed.
3.Manganese porphyrin metal-organic framework nanoparticles loaded with DMXAA combined with sonodynamic therapy for the treatment of triple-negative breast cancer mouse xenografts
LIU Qianhui ; GUI Bin ; PU Huan ; LI Zhouchang ; HUANG Xin ; ZHOU Qing ; DENG Qing
Chinese Journal of Cancer Biotherapy 2026;33(3):262-269
[摘 要] 目的:构建负载STING激动剂DMXAA的锰卟啉金属有机框架纳米颗粒(DPM),探讨其对三阴性乳腺癌(TNBC)细胞4T1及其小鼠移植瘤的治疗效果。方法:通过物理吸附法制备 DPM 纳米颗粒,利用透射电镜、扫描电镜及纳米粒度电位仪表征其形貌与理化性质。常规培养4T1细胞,细胞实验分为对照组、超声辐照组(US组)、DPM治疗组(DPM组)和DPM治疗联合超声辐照组(DPM + US组),用CCK-8法检测细胞活性,免疫荧光法检测高迁移率族蛋白B1(HMGB1)和钙网蛋白(CRT)的表达,WB法检测STING通路相关蛋白的表达。构建4T1细胞移植瘤小鼠模型,分为四组,处理同细胞实验,测量肿瘤体积,免疫荧光法检测移植瘤组织中Ki-67、HMGB1、CRT和缺氧诱导因子-1ɑ(HIF-1ɑ)蛋白的表达,TUNEL法检测细胞凋亡,流式细胞术检测免疫细胞活化情况,对主要器官进行H-E染色,以评估纳米材料的体内安全性。结果:DPM呈梭形,平均粒径(268 ± 3.302)nm,电位(33.1 ± 0.87)mV。细胞实验中,DPM联合超声辐照可明显抑制4T1细胞的增殖(P < 0.001),提高4T1细胞中ROS水平(P < 0.001),诱导4T1细胞CRT表达上调(P < 0.001),HMGB1从细胞核中移至细胞质,激活STING信号通路[p-STING、p-TBK1、p-IRF3蛋白表达均显著增加(均P < 0.001)]。体内实验中,DPM联合超声辐照可显著抑制4T1细胞移植瘤生长(P < 0.001)并促进免疫细胞表型转化(P < 0.001),抑制移植瘤组织中Ki-67、HIF-1α蛋白表达(均P < 0.01),谷胱甘肽(GSH)产生(P < 0.01),促进CRT、HMGB1蛋白表达、ROS产生(P < 0.001),对主要器官结构无明显影响。结论: DPM联合超声辐照可通过激活STING通路显著抑制4T1细胞及其移植瘤的生长,诱导抗肿瘤免疫应答,且对主要器官无明显毒性。
4.Introduction and enlightenment of the Recommendations and Expert Consensus for Plasma and Platelet Transfusion Strategies in Critically Ill Children Following Severe Trauma, Traumatic Brain Injury, and/or Intracranial Hemorrhage: From the Transfusion and Anemia Expertise Initiative-Control/Avoidance of Bleeding
Zhenzhen JIANG ; Rong GUI ; Rong HUANG ; Junhua ZHANG ; Jiaohui ZENG ; Hao TANG ; Zhi LIN ; Dan WAN ; Mingyi ZHAO ; Minghua YANG ; Lan GU ; Haiting LIU
Chinese Journal of Blood Transfusion 2026;39(2):285-293
Transfusion and Anemia Expertise Initiative-Control/Avoidance of Bleeding developed a strategy for platelet and plasma infusion management in critically ill children based on systematic reviews and consensus meetings of international multidisciplinary experts. One good practice statement and six expert consensus statements were proposed for plasma and platelet transfusions in critically ill children following severe trauma, traumatic brain injury, and/or intracranial hemorrhage. This article introduces the specific methods and basis for the formation of recommendations in this part of the guide.
5.Engineered Bacteriophages for The Treatment of Multidrug-resistant Bacterial Infections
Yu-Ying CHEN ; Chun-Mei HUANG ; Jin-Zhi PAN ; De-Liang LIU ; Yang ZHOU ; Gui-Qin DAI ; Peng-Fei ZHAO ; Hong-Zhou LU ; Ming-Bin ZHENG
Progress in Biochemistry and Biophysics 2026;53(6):1581-1596
Multidrug-resistant (MDR) bacterial infections have emerged as a serious challenge of global public health crisis. The overuse and misuse of conventional antibiotics have dramatically accelerated the emergence, evolution and worldwide spread of drug-resistant bacterial strains, necessitating urgent exploration of novel antibacterial strategies. Bacteriophages serve as natural bacterial predators offering distinct advantages including high host specificity, autonomous self-replication capabilities and cost-effective large-scale production. However, wild-type phages present significant clinical limitations due to their narrow host ranges, susceptibility to rapid immune clearance and poor penetration of bacterial biofilms, which severely restrict their therapeutic applications. The convergence of synthetic biology, nanotechnology and advanced gene editing technologies has accelerated the development of engineered bacteriophage platforms, providing programmable, scalable and clinically translatable pathways to overcome these inherent biological constraints. Here, we systematically delineate four fundamental strategies for engineered bacteriophage development. Chemical modification utilizes reactive functional groups such as amino, carboxyl and thiol moieties on capsid proteins through esterification, amidation or click chemistry reactions to achieve precise drug conjugation and surface functionalization. In vivo editing encompasses ultraviolet or chemical mutagenesis for random mutation induction, homologous recombination for targeted genetic alterations, recombineering methodologies including electroporation-mediated bacteriophage recombination engineering, and CRISPR-Cas systems for precise genome editing to enable exact genetic reconstruction and host range reprogramming. In vitro synthesis leverages genome engineering platforms where intact phage genomes are transferred into yeast or host bacteria to facilitate highly efficient homologous recombination, enabling large DNA fragment assembly and cross-gene host range expansion without bacterial toxicity constraints. Directed evolution combines artificial selection through mutation library screening with rational design approaches involving chimeric receptor binding protein construction or site-specific mutagenesis, effectively balancing the discovery of unknown adaptive pathways with targeted host specificity modification. Moreover, we comprehensively discuss therapeutic applications across diverse clinical scenarios. Engineered bacteriophage effectively disrupt bacterial biofilms through sophisticated functionalized delivery platforms including nanozyme-conjugated phages, phage-liposome nanoconjugates and bio-responsive hydrogels, demonstrating significantly enhanced bactericidal efficiency compared to unmodified free phages. These bioengineered vectors attenuate bacterial virulence and resensitize pathogens to antibiotics by delivering CRISPR-Cas systems or base editors to disrupt critical virulence factors such as pili, capsule synthesis machineries and quorum sensing systems, or by inactivating antibiotic resistance determinants including beta-lactamase genes. As an intelligent nanomedicine delivery platform, engineered bacteriophage enable precise pathogen elimination an through photocatalytic reactive oxygen species generation, immunomodulatory interventions, or controlled release of antibacterial drugs. Furthermore, oral administration of engineered bacteriophage facilitates microbiota modulation, which selectively eliminate intestinal pathogens while preserve beneficial commensal microbiota, thereby restoring microbial community balance and preventing complications associated with dysbiosis. Finally, we critically analyze persistent challenges including host strain matching complexity, evolution of bacterial resistance mechanisms, pharmacokinetic optimization requirements, optimal administration route selection, large-scale production quality control standards and clinical dosing determination protocols. Through multidisciplinary integration of synthetic biology, infectious disease medicine and immunology, future translational medicine studies of bacteriophage should establish comprehensive technical platforms encompassing rapid phage screening, intelligent rational design, rigorous in vivo evaluation and standardized clinical validation processes, ultimately advancing engineered bacteriophage from laboratory innovations to clinically approved therapeutics for effectively combating MDR bacterial infections.
6.BK virus nephropathy after allogeneic hematopoietic stem cell transplantation: a case report and literature review
Wenli ZHANG ; Yingling ZU ; Zhenghua HUANG ; Zhen LI ; Ruirui GUI ; Juan WANG ; Xianjing WANG ; Huili WANG ; Xinxin FAN ; Yongping SONG ; Baijun FANG ; Jian ZHOU
Chinese Journal of Hematology 2025;46(3):273-275
A 20-year-old male patient with T-lymphoblastic lymphoma/leukemia received 9/10 human leukocyte antigen-compatible unrelated peripheral blood stem cell transplantation. He was transplanted with 5.91×10 8 mononuclear cells/kg and 2.88×10 6 CD34 + cells/kg, and neutrophil engraftment was obtained at +11 days and platelet engraftment at +9 days. After transplantation, he presented with repeatedly increased serum creatinine levels, BK virus (BKV) -associated hemorrhagic cystitis, and BKV viremia. BK virus nephropathy was diagnosed based on renal biopsy and metagenomic next-generation sequencing. After adjusting the immunosuppressant, intravenous immunoglobulin, and donor lymphocyte infusion treatment, the patient’s renal function deteriorated progressively, and he eventually died of multiple organ failure at +289 days.
7.Clinical characteristics,polysomnographic features,and efficacy of non-invasive positive pressure ventilation in children with sleep related hypoventilation disorder
Tao TAO ; Gui-Min HUANG ; Li CHANG
Medical Journal of Chinese People's Liberation Army 2025;50(10):1284-1289
Objective To analyze the clinical characteristics and polysomnographic(PSG)features of children with sleep-related hypoventilation disorder(SRHD),facilitate its auxiliary diagnosis,and explore the therapeutic effects of non-invasive positive pressure ventilation(NPPV)on SRHD children.Methods A retrospective study was conducted on the medical records of 16 children diagnosed with SRHD who were admitted and treated in the Department of Respiratory Diseases,Children's Hospital Affiliated to Capital Institute of Pediatrics,from July 2016 to June 2024.Additionally,69 children with severe obstructive sleep apnea(OSA)who visited the Department of Respiratory Diseases and Otolaryngology at the same hospital from July 2021 to June 2022 and met the inclusion criteria were enrolled to compare clinical and PSG characteristics between SRHD and OSA children.The therapeutic effects of NPPV were evaluated.Results(1)Among 16 SRHD children,4(25.0%)presented with cyanosis,9(56.3%)with dyspnea,and 5(31.3%)with convulsions.(2)Eleven SRHD children completed PSG+PetCO2,showing PSG characteristics consistent with severe OSA.(3)Compared with severe OSA children,SRHD children had lower proportion of rapid eye movement(REM)sleep,mean and minimum oxygen saturation,and higher obstructive hypopnea index,obstructive apnea-hypopnea index(OAHI),and apnea-hypopnea index(AHI)(P<0.05).(4)When compared with 25 severe OSA children with OAHI>25,the ratio of obstructive apnea to hypoventilation was approximately 1:30 in SRHD children,with more significant decrease in pulse oxygen saturation(P<0.05).(5)After NPPV treatment for 12 SRHD children,clinical symptoms and PSG indicators significantly improved(P<0.05).Conclusions The 3 main symptoms in SRHD children are dyspnea,convulsions,and cyanosis.For children with unexplained cyanosis and PSG meeting severe OSA criteria,especially those with predominantly obstructive hypoventilation events and significant SpO2 reduction,PetCO2 monitoring should be performed to detect SRHD early.NPPV improves clinical symptoms,reduces sleep-related events,increases sleep-time SpO2,and enhances sleep safety in SRHD children.
8.Interpretation of Updates for Diagnosis and Staging Criterion of NIA-AA Alzheimer's Disease(2024 Edition):Diagnostic and Therapeutic Significance of Multimodal Imaging
Xiaofei HU ; Li GUI ; Xiao CHEN ; Dingde HUANG
Chinese Journal of Medical Imaging 2025;33(5):454-460
The National Institute on Aging-Alzheimer's Association(NIA-AA)released the"Revised criteria for diagnosis and staging of Alzheimer's disease"in 2024,representing a significant update following the 2011 and 2018 frameworks.This new standard aims to advance Alzheimer's disease diagnosis and treatment from a"clinical-pathological"model to a"precision biology"era,improving early diagnosis rates and guiding precise therapeutic interventions.Nuclear medicine molecular imaging plays an irreplaceable role in Alzheimer's disease diagnosis and staging,with key updates in the 2024 standard being the replacement of traditional clinical diagnosis with biological definitions and the hierarchical classification of biomarkers.This article focuses on interpreting the core positioning and clinical application value of multimodal imaging technologies within the new standard framework,particularly the critical roles of amyloid β-protein PET and tau PET in early diagnosis,biological staging and treatment monitoring of Alzheimer's disease,aiming to provide guidance for clinical practice.
9.Study on mechanism of Jiawei Shaofu Zhuyu decoction in treatment of endometriosis fibrosis based on mitophagy
Can-can HUANG ; Wen-wen WAN ; Xiu-jia JI ; Bin YUE ; Yu-gui ZHANG ; Xiao-hua ZHANG ; Li LIANG ; Guo-lian CHEN ; Quan-sheng WU ; Hai-yan MAO
Chinese Pharmacological Bulletin 2025;41(6):1177-1185
Aim To explore the mechanism of Jiawei Shaofu Zhuyu decoction in antagonizing endometriosis fibrosis by regulating mitophagy.Methods After the animal model was constructed,the syndrome was evalu-ated by general condition,organ water content and ther-mal imaging.The curative effect was evaluated by the weight of ectopic focus and the degree of adhesion.The pathological changes were compared using HE stai-ning,transmission electron microscopy,Masson and Sir-ius red staining.The expression of PINK1 and Parkin was detected by immunohistochemistry.The expression of mRNA and protein was determined by qPCR and Western blot,and the level of serum ROS was detected by ELISA.Results The autonomic activity of model mice was weakened,the water content of organs rose,and the temperature of limbs and lower abdomen was reduced by thermal imaging.HE staining showed obvi-ous hyperplasia of ectopic epithelium and glands.Transmission electron microscopy showed mitochondrial and endoplasmic reticulum structure damage,and nor-mal autophagy structure disappeared.Masson and Siri-us red staining showed increased collagen deposition;immunohistochemistry showed decreased expression of PINK1 and Parkin in ectopic foci.qPCR and Western blot showed that the expression of PINK1,Parkin,Bec-lin1,LC3 mRNA and protein in ectopic foci of model mice decreased,the expression of p62 mRNA and pro-tein increased,and serum ROS increased.The syn-drome performance of model mice was improved after the intervention of Jiawei Shaofu Zhuyu decoction;the inflammatory infiltration of ectopic foci was relieved,the morphology of mitochondria and endoplasmic retic-ulum was restored,and normal autophagy structure ap-peared.The degree of collagen deposition and fibrosis was reduced;the mRNA and protein expression of PINK1,Parkin,Beclin1 and LC3 increased.The ex-pression of p62 mRNA and protein decreased,and the level of ROS decreased.Conclusions Jiawei Shaofu Zhuyu decoction can improve the fibrosis of ectopic le-sions in mice with endometriosis of cold-dampness sta-sis syndrome,which may be related to the regulation of mitophagy.
10.Application of nanoprobe based on aggregation-induced luminescence in photothermal diagnosis and treatment of prostate cancer
Bin GUI ; Nan JIANG ; Xin HUANG ; Fanglu ZHONG ; Zhiwen WANG ; Qianhui LIU ; Yuxin GUO ; Yueying CHEN ; Huan PU ; Qing DENG
Chinese Journal of Tissue Engineering Research 2025;29(16):3400-3409
BACKGROUND:A novel aggregation induced luminescence fluorescence probe based on the mechanism of intramolecular motility restriction can be used for the detection of disease markers,tumor diagnosis,and bacterial imaging recognition.OBJECTIVE:To prepare a near-infrared Ⅱ nanoprobe called FA-DSPE-PEG-AIE@NPs based on aggregation-induced luminescence,and to explore its potential of targeted fluorescence imaging and photothermal therapy for prostate cancer.METHODS:Lecithin,polyethylene glycol phospholipids,folate polyethylene glycol phospholipids,and aggregation induced luminescent molecule 2TT-oC26B were used as raw materials.The folate-targeted nanoprobe FA-DSPE-PEG-AIE@NPs were prepared by nanoprecipitation method,and basic characterization of the nanoprobe was detected.PC3 human prostate cancer cells and human umbilical vein endothelial cells were selected as experimental objects.The cytotoxicity and phototoxicity of FA-DSPE-PEG-AIE@NPs were detected.PC3 human prostate cancer cells were selected as the experimental objects.Flow cytometry and calcein/propidium iodide staining were used to assess the efficacy of photothermal therapy.PC3 human prostate cancer cells were injected subcutaneously into the abdomen of BALB/C nude mice to establish a tumor model,and nanoprobes FA-DSPE-PEG-AIE@NPs were injected into the tail vein.The mice were immediately subjected to near-infraced Ⅱ fluorescence imaging.12 hours later,the tumor was irradiated by laser for 5 minutes,and the photothermal treatment effect was observed within 14 days.RESULTS AND CONCLUSION:(1)The nanoprobes FA-DSPE-PEG-AIE@NPs with a mean diameter of(171.0±0.3)nm showed a well-defined spherical morphology.The nanoprobe had a wide absorption spectrum and tail emission extending to the near-infrared Ⅱ which emitted a bright near-infrared Ⅱ fluorescence signal under laser irradiation.(2)The nanoprobes FA-DSPE-PEG-AIE@NPs had low cytotoxicity and high phototoxicity.The results of flow cytometry and calcein/propidium iodide staining showed that nanoprobes FA-DSPE-PEG-AIE@NPs had an obvious photothermal killing effect on human prostate cancer cells.(3)The nanoprobes FA-DSPE-PEG-AIE@NPs successfully achieved near-infrared Ⅱ fluorescence imaging of mouse blood vessels and the maximum enrichment time of the tumor was 12 hours.The vessel widths of the hind leg and single blood vessels of abdomen were estimated to be 0.63 mm and 0.42 mm.The tumor volume of mice was significantly smaller after 14 days of treatment.(4)The results show that nanoprobes FA-DSPE-PEG-AIE@NPs can achieve near-infrared Ⅱ fluorescence imaging and photothermal therapy of prostate cancer effectively,which may provide a new method for early diagnosis and combined treatment of prostate cancer.

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