1.Interaction Mechnisms Between Gut Microbiota and Ischemic Stroke——A Study Based on the “Microbiota-Gut-Brain Axis” Integrating 16S rRNA Sequencing with Fecal Microbiota Transplantation
Ting WANG ; Jing-Hao ZHANG ; Chao JIANG
Progress in Biochemistry and Biophysics 2026;53(2):470-484
ObjectiveThis Study was conducted to investigate the interaction mechemisms between gutmicrobiota dysregulation and ischemic stroke by establishing a rat model of ischemic stroke and employing fecal microbiota transplantation (FMT). MethodsA preliminary experiment was conducted to establish an antibiotic-induced pseudo-sterile (ABX) rat model through antibiotic treatment, and a cerebral ischemia model was prepared using the middle cerebral artery occlusion (MCAO) method. Fecal microbiota from stroke patients and healthy individuals were transplanted via FMT, followed by behavioral testing. 16S rRNA sequencing was used to analyze the microbial community, hematoxylin and eosin (HE) staining to observe histopathological status, transmission electron microscopy (TEM) to examine the tight junction structure of the small intestine, and enzyme-linked immunosorbent assay (ELISA) to detect levels of inflammatory factors and intestinal barrier-related markers. Results16S rRNA sequencing of fecal samples showed that compared with the normal control group and the metronidazole group, the abundance and diversity of fecal microorganisms in the quadruple antibiotic group were significantly reduced, indicating successful establishment of the ABX model. After transplanting fecal microbiota from stroke patients into ABX rats, significant changes in gut microbiota composition were observed. Behavioral tests revealed that the MCAO model group showed significant decreases in both horizontal movement and vertical exploration abilities. ELISA results indicated that IL-17 concentration in the ABX+mFMT (antibiotic-treated+model fecal microbiota transplantation) group was lower than in the ABX+cFMT (antibiotic-treated+control fecal microbiota transplantation) group, suggesting that IL-17 may serve as a key inflammatory indicator for evaluating the impact of stroke intervention on gut microbiota. Triphenyltetrazolium chloricle staining (TTC) staining suggested that gut microbiota intervention may increase the risk of stroke. HE staining showed that, except for the control group, all groups exhibited ischemic changes and inflammatory infiltration in brain tissues. TEM revealed that microvilli of small intestinal epithelial cells in the ABX+mFMT group were sparser than those in the ABX+cFMT group, indicating that microbial intervention affects intestinal barrier function. ConclusionThe ABX model established using broad-spectrum antibiotics showed no significant differences in physiological characteristics compared to normal rats, and the findings were consistent with those from germ-free rat models. Stroke prognosis appears to be influenced by intestinal dysbiosis, accompanied by significantly elevated levels of the pro-inflammatory cytokine IL-17, which may exacerbate neural injury via the gut-brain axis. Behavioral experiments indicated that transplantation of gut microbiota from stroke rats impaired cognitive function. Furthermore, IL-17 demonstrated sensitivity to alterations in the gut microbiota, suggesting its potential as a key therapeutic target for stroke intervention.
2.Interaction Mechnisms Between Gut Microbiota and Ischemic Stroke——A Study Based on the “Microbiota-Gut-Brain Axis” Integrating 16S rRNA Sequencing with Fecal Microbiota Transplantation
Ting WANG ; Jing-Hao ZHANG ; Chao JIANG
Progress in Biochemistry and Biophysics 2026;53(2):470-484
ObjectiveThis Study was conducted to investigate the interaction mechemisms between gutmicrobiota dysregulation and ischemic stroke by establishing a rat model of ischemic stroke and employing fecal microbiota transplantation (FMT). MethodsA preliminary experiment was conducted to establish an antibiotic-induced pseudo-sterile (ABX) rat model through antibiotic treatment, and a cerebral ischemia model was prepared using the middle cerebral artery occlusion (MCAO) method. Fecal microbiota from stroke patients and healthy individuals were transplanted via FMT, followed by behavioral testing. 16S rRNA sequencing was used to analyze the microbial community, hematoxylin and eosin (HE) staining to observe histopathological status, transmission electron microscopy (TEM) to examine the tight junction structure of the small intestine, and enzyme-linked immunosorbent assay (ELISA) to detect levels of inflammatory factors and intestinal barrier-related markers. Results16S rRNA sequencing of fecal samples showed that compared with the normal control group and the metronidazole group, the abundance and diversity of fecal microorganisms in the quadruple antibiotic group were significantly reduced, indicating successful establishment of the ABX model. After transplanting fecal microbiota from stroke patients into ABX rats, significant changes in gut microbiota composition were observed. Behavioral tests revealed that the MCAO model group showed significant decreases in both horizontal movement and vertical exploration abilities. ELISA results indicated that IL-17 concentration in the ABX+mFMT (antibiotic-treated+model fecal microbiota transplantation) group was lower than in the ABX+cFMT (antibiotic-treated+control fecal microbiota transplantation) group, suggesting that IL-17 may serve as a key inflammatory indicator for evaluating the impact of stroke intervention on gut microbiota. Triphenyltetrazolium chloricle staining (TTC) staining suggested that gut microbiota intervention may increase the risk of stroke. HE staining showed that, except for the control group, all groups exhibited ischemic changes and inflammatory infiltration in brain tissues. TEM revealed that microvilli of small intestinal epithelial cells in the ABX+mFMT group were sparser than those in the ABX+cFMT group, indicating that microbial intervention affects intestinal barrier function. ConclusionThe ABX model established using broad-spectrum antibiotics showed no significant differences in physiological characteristics compared to normal rats, and the findings were consistent with those from germ-free rat models. Stroke prognosis appears to be influenced by intestinal dysbiosis, accompanied by significantly elevated levels of the pro-inflammatory cytokine IL-17, which may exacerbate neural injury via the gut-brain axis. Behavioral experiments indicated that transplantation of gut microbiota from stroke rats impaired cognitive function. Furthermore, IL-17 demonstrated sensitivity to alterations in the gut microbiota, suggesting its potential as a key therapeutic target for stroke intervention.
3.Controllability Analysis of Structural Brain Networks in Young Smokers
Jing-Jing DING ; Fang DONG ; Hong-De WANG ; Kai YUAN ; Yong-Xin CHENG ; Juan WANG ; Yu-Xin MA ; Ting XUE ; Da-Hua YU
Progress in Biochemistry and Biophysics 2025;52(1):182-193
ObjectiveThe controllability changes of structural brain network were explored based on the control and brain network theory in young smokers, this may reveal that the controllability indicators can serve as a powerful factor to predict the sleep status in young smokers. MethodsFifty young smokers and 51 healthy controls from Inner Mongolia University of Science and Technology were enrolled. Diffusion tensor imaging (DTI) was used to construct structural brain network based on fractional anisotropy (FA) weight matrix. According to the control and brain network theory, the average controllability and the modal controllability were calculated. Two-sample t-test was used to compare the differences between the groups and Pearson correlation analysis to examine the correlation between significant average controllability and modal controllability with Fagerström Test of Nicotine Dependence (FTND) in young smokers. The nodes with the controllability score in the top 10% were selected as the super-controllers. Finally, we used BP neural network to predict the Pittsburgh Sleep Quality Index (PSQI) in young smokers. ResultsThe average controllability of dorsolateral superior frontal gyrus, supplementary motor area, lenticular nucleus putamen, and lenticular nucleus pallidum, and the modal controllability of orbital inferior frontal gyrus, supplementary motor area, gyrus rectus, and posterior cingulate gyrus in the young smokers’ group, were all significantly different from those of the healthy controls group (P<0.05). The average controllability of the right supplementary motor area (SMA.R) in the young smokers group was positively correlated with FTND (r=0.393 0, P=0.004 8), while modal controllability was negatively correlated with FTND (r=-0.330 1, P=0.019 2). ConclusionThe controllability of structural brain network in young smokers is abnormal. which may serve as an indicator to predict sleep condition. It may provide the imaging evidence for evaluating the cognitive function impairment in young smokers.
4.Liujunzi Decoction Regulated Intestinal Flora Homeostasis to Relieve Lung-Gut Axis Inflammation in Asthma Flora Disorder Mice: Possibly Related to GATA3/ILC2.
Wen-Ting XU ; Qi WANG ; Xin-Yu WU ; Jing-Han HUANG ; Jing WANG
Chinese journal of integrative medicine 2025;31(11):1001-1010
OBJECTIVE:
To explore the effects and mechanism of Chinese medicine Liujunzi Decoction (LJZD) on regulating microbial flora in mice with asthma flora disorder.
METHODS:
Thirty BALB/c female mice were divided into control, model, LJZD [3.5 g/(kg•d), by gavage], dexamethasone [DXMS, 0.7 mg/(kg•d), intraperitoneal injection], and Clostridium butyricum [CB, 230 mg/(kg•d), by gavage] groups according to a random number table, 6 mice in each group. The asthma flora disorder mice model was induced with ovalbumin (OVA). Lung and gut lesions were analyzed by hematoxylin-eosin (HE) and periodic acid-Schiff (PAS) stainings. The secretory immunoglobulin A (sIgA) protein expression in lung and gut tissues was detected by Western blot. Flow cytometry was used to detect the relative counts of GATA binding protein 3 (GATA3)/type 2 innate lymphoid cells (ILC2) in lung and gut. The levels of inflammatory factors in lung and gut tissues were detected by enzyme-linked immunosorbent assay (ELISA). Chao1 and Shannon index were used to compare microbial abundance and diversity in alveolar lavage fluid and cecal contents. The similarity or difference in the composition of mice microbial communities was analyzed through cluster analysis. The serum short-chain fatty acids (SCFAs) content was detected by ultra performance liquid chromatograph mass spectrometer (LC-MS)/MS.
RESULTS:
The asthma flora disorder model mice showed obvious asthma-related symptoms, but LJZD treatment effectively alleviated these symptoms. LJZD restored alveolar wall thickening, airway inflammatory cell infiltration, gut tissue structure destruction, and inflammatory cell infiltration in asthma flora disorder mice. LJZD downregulated the sIgA protein expression in mice (P<0.05). Moreover, LJZD decreased the activation of GATA3/ILC2s in lung and gut tissue (P<0.01), and reduced the levels of interleukin (IL)-5, IL-33, IL-25, IL-9 and IL-13 (P<0.01). LJZD treatment returned the abundance of microbial species and the microbial community structure of alveolar lavage fluid and cecal content in asthma flora disorder mice to the normal state. The SCFAs content and body metabolism were also improved.
CONCLUSION
LJZD exerted anti-asthmatic effects by improving the microbial balance of lung-gut axis and affecting systemic metabolism, consequently regulating the GATA3/ILC2s axis to impact the lung inflammatory response.
Animals
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Asthma/pathology*
;
GATA3 Transcription Factor/metabolism*
;
Drugs, Chinese Herbal/therapeutic use*
;
Gastrointestinal Microbiome/drug effects*
;
Mice, Inbred BALB C
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Female
;
Lung/drug effects*
;
Homeostasis/drug effects*
;
Inflammation/pathology*
;
Lymphocytes/drug effects*
;
Mice
5.Colon Dialysis with Yishen Decoction Improves Autophagy Disorder in Intestinal Mucosal Epithelial Cells of Chronic Renal Failure by Regulating SIRT1 Pathway.
Yan-Jun FAN ; Jing-Ai FANG ; Su-Fen LI ; Ting LIU ; Wen-Yuan LIU ; Ya-Ling HU ; Rui-Hua WANG ; Hui LI ; Da-Lin SUN ; Guang ZHANG ; Zi-Yuan ZHANG
Chinese journal of integrative medicine 2025;31(10):899-907
OBJECTIVE:
To explore the mechanism of colon dialysis with Yishen Decoction (YS) in improving the autophagy disorder of intestinal epithelial cells in chronic renal failure (CRF) in vivo and in vitro.
METHODS:
Thirty male SD rats were randomly divided into normal, CRF, and colonic dialysis with YS groups by a random number table method (n=10). The CRF model was established by orally gavage of adenine 200 mg/(kg•d) for 4 weeks. CRF rats in the YS group were treated with colonic dialysis using YS 20 g/(kg•d) for 14 consecutive days. The serum creatinine (SCr) and urea nitrogen (BUN) levels were detected by enzyme-linked immunosorbent assay. Pathological changes of kidney and colon tissues were observed by hematoxylin and eosin staining. Autophagosome changes in colonic epithelial cells was observed with electron microscopy. In vitro experiments, human colon cancer epithelial cells (T84) were cultured and divided into normal, urea model (74U), YS colon dialysis, autophagy activator rapamycin (Ra), autophagy inhibitor 3-methyladenine (3-MA), and SIRT1 activator resveratrol (Re) groups. RT-PCR and Western blot were used to detect the mRNA and protein expressions of zonula occludens-1 (ZO-1), Claudin-1, silent information regulator sirtuin 1 (SIRT1), LC3, and Beclin-1 both in vitro and in vivo.
RESULTS:
Colonic dialysis with YS decreased SCr and BUN levels in CRF rats (P<0.05), and alleviated the pathological changes of renal and colon tissues. Expressions of SIRT1, ZO-1, Claudin-1, Beclin-1, and LC3II/I were increased in the YS group compared with the CRF group in vivo (P<0.05). In in vitro study, compared with normal group, the expressions of SIRT1, ZO-1, and Claudin-1 were decreased, and expressions of Beclin-1, and LC3II/I were increased in the 74U group (P<0.05). Compared with the 74U group, expressions of SIRT1, ZO-1, and Claudin-1 were increased, whereas Beclin-1, and LC3II/I were decreased in the YS group (P<0.05). The treatment of 3-MA and rapamycin regulated autophagy and the expression of SIRT1. SIRT1 activator intervention up-regulated autophagy as well as the expressions of ZO-1 and Claudin-1 compared with the 74U group (P<0.05).
CONCLUSION
Colonic dialysis with YS could improve autophagy disorder and repair CRF intestinal mucosal barrier injury by regulating SIRT1 expression in intestinal epithelial cells.
Animals
;
Sirtuin 1/metabolism*
;
Drugs, Chinese Herbal/therapeutic use*
;
Autophagy/drug effects*
;
Male
;
Intestinal Mucosa/drug effects*
;
Rats, Sprague-Dawley
;
Epithelial Cells/metabolism*
;
Colon/drug effects*
;
Humans
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Kidney Failure, Chronic/drug therapy*
;
Signal Transduction/drug effects*
;
Renal Dialysis
;
Rats
;
Kidney/drug effects*
6.Curcumin improving behavioral deficits in Parkinson's disease mice via modulation of gut microbiota
Wen-Hui LI ; Zhi-Hong ZHAO ; Li-Juan WANG ; Jin-Jing HE ; Yu-Ting LIU ; Qiu-Qin HAN
Acta Anatomica Sinica 2025;56(2):143-149
Objective To explore the mechanism by which curcumin improves behavioral deficits in mice with Parkinson's disease(PD)through fecal microbiota transplantation.Methods A subacute model of PD in mice was induced by intraperitoneal injection of 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine(MPTP).Fecal microbiota from both the model group and the curcumin(Cur)-treated group(80 m g/kg)were collected and analyzed.The experiment involving fecal microbiota transplantation was structured into four distinct groups,fecal microbiota solvent transplantation group(FMTcon),model fecal microbiota transplantation group(FMTmodel),MPTP-induced model group(model),and model group subjected to fecal microbiota transplantation following curcumin treatment(model+FMTCur).The motor skills of the mice were assessed by using rod rotation,pole climbing experiment,and open field tests.Immunofluorescence techniques were employed to observe the expression tyrosine hydroxylase(TH)-positive neurons in the substantia nigra of the brain.Additionally,the gene expression of tumor necrosis factor-α(TNF-α)in the midbrain of mice was analyzed,alongside the protein expression of nuclear factor-κB(NF-κB)and nucleotide binding oligomerization domain-like receptor protein 3(NLRP3).Results The subacute PD animal model in mice was successfully established,and fecal microbiota were separated and gathered.The model group exhibited significant motor impairment,as evidenced by a shortened rod rotation time(P<0.05),prolonged pole climbing time(P<0.05),significantly reduced total movement distance within the open field(P<0.001),and decreased time spent in the central zone(P<0.01).The relative expression level of TH+neurons in the substantia nigra was significantly reduced(P<0.01).Moreover,mRNA expression of TNF-α in the midbrain increased significantly(P<0.01),along with significant elevations in protein expression of NF-κB(P<0.001),phosphorylated NF-κB(p-NF-κB)(P<0.01),NLRP3(P<0.001),and Caspase-1(P<0.01).The transplanted model microbial group(FMTmodel)also exhibited motor impairment,manifested by a trend of shortened rod rotation time,prolonged pole climbing time,a significant decrease in total movement distance within the open field(P<0.01),and a trend of shortened time spent in the central zone.The relative expression level of TH+neurons in the substantia nigra decreased significantly(P<0.05).Additionally,mRNA expression of TNF-α in the midbrain increased significantly(P<0.01),along with notable elevations in the protein expression of NF-κB(P<0.05),and Caspase-1(P<0.01).Treatment with curcumin in the fecal microbiota transplantation group of mice(model+FMTCur)showed improvements in motor abilities,evidenced by shortened pole climbing time(P<0.05),significantly prolonged rod rotation time(P<0.01),and extended time spent in the central zone(P<0.05).The relative expression level of TH+dopaminergic neurons in the substantia nigra increased significantly(P<0.05).Moreover,mRNA expression of TNF-α in the midbrain decreased significantly(P<0.01),along with notable reductions in the protein expression of NF-κB(P<0.001),p-NF-κB(P<0.01),NLRP3(P<0.05),and Caspase-1(P<0.01).Conclusion Fecal microbiota transplantation in PD model mice can induce behavioral deficits,damage TH+neurons in the substantia nigra,and trigger neuroinflammation in the brain.Subsequent curcumin treatment can ameliorate these deficits,reverse damage to TH+neurons,reduce neuroinflammatory factors,and decrease the expression of NF-κB and NLRP3 pathways.This preliminary evidence suggests that curcumin may improve Parkinsonian behavioral deficits in mice by modulating the gut microbiota.
7.Neuroprotection effects and mechanism of sesquiterpene ACT001 on the rotenone-induced Parkinson's disease model mice
Jin-Jing HE ; Ting ZENG ; Qiu-Qin HAN ; Jin-Cheng WANG ; An-Yang SUN ; Xiu-Hong LU
Acta Anatomica Sinica 2025;56(3):260-269
Objective To explore the neuroprotective effects and mechanisms of the sesquiterpene lactone compound ACT001 on rotenone(ROT)-induced Parkinson's disease(PD)model mouse.Methods SPF C57BL/6 mice were randomly divided into 6 groups,including control group,solvent control group,ROT model group,ACT001 5 mg/kg group(ROT+ACT001-5),ACT001 20 mg/kg group(ROT+ACT001-20),and levodopa(L-dopa)positive control group(ROT+L-dopa),with 9 mice in each group.The control group received an equivalent amount of intraperitoneal injection of saline,the solvent control group received an equivalent amount of rotenone solvent without rotenone,the remaining groups of mice were used to establish a PD mouse model by intraperitoneal injection of rotenone.Mice in different ACT001 dosage groups received intraperitoneal injections of high and low doses of ACT001,while the positive control group received levodopa intraperitoneally for 15 consecutive days.Behavioral changes in mice were assessed using open field,rotarod,pole-climbing,and balance beam tests.Immunofluorescence(IF)assay to detect the expression of tyrosine hydroxylase(TH)neurons,content of TH-positive fibers in the striatum and to detect the activation status of nigrostriatal microglia in the mouse midbrain;Real-time PCR was employed to measure the levels of interleukin(IL)-6,IL-1β,and tumor necrosis factor-α(TNF-α)in the substantia nigra of the mouse brain.Western blotting was used to measure the protein levels of TH,nuclear factor-κB(NF-κB)p65,NF-κB inhibitor α(IκBα),and phosphorylated IκBα(p-IκBα)in the substantia nigra of the mouse brain.Results Compared to the control group and the solvent control group,the rotenone-induced PD model group exhibited motor impairments in behavioral tests,a decrease in the number of TH positive neurons in the substantia nigra(P<0.0001),decreased levels of TH-positive fibers in the striatum,activation of midbrain substantia microglia,and elevated levels of IL-6,IL-1β,TNF-α,p-IκBα,and NF-κB p65 expression.ACT001 significantly improved the behavioral impairments and substantia nigra damage in PD mice,increased the number of TH-positive neurons in the substantia nigra,increased levels of TH-positive fibers in the striatum,inhibition of microglial cell activation in the midbrain substantia nigra,and elevated the protein expression levels of IκBα while reducing the levels of IL-6,IL-1β,TNF-α,p-IκBα,and NF-κB p65 in the substantia nigra(P<0.05).At a dose of 5 mg/kg,ACT001 significantly improved behavioral impairments in rotenone-induced PD mice,reduced the loss of dopaminergic neurons,and its mechanism may be related to the inhibition of the NF-κB signaling pathway and the suppression of inflammation.In summary,the intervention of ACT001 in the rotenone-induced PD mouse model inhibited the inflammatory response in the midbrain,increased the number of TH-positive neurons,and augmented the population of dopaminergic neurons in the substantia nigra,exerting a protective effect on neurons.Conclusion ACT001 significantly improves behavioral deficits in ROT-induced PD mice,ameliorates of dopaminergic neuron loss from the midbrain substantia nigra and striatum,inhibits the activation of nigrostriatal microglia in the midbrain,and suppresses inflammatory responses by inhibiting the activation of the NF-κB signaling pathway.
8.Effects of estrogen signaling on T cell recruitment and polarization in inflamed skeletal muscle with acute myoinjury
Zi-Wei ZHAO ; Xiao-Ting JIAN ; Jun-Yi XIE ; Jing-Wen HUANG ; Yang-Yang LI ; Qi-Sen WANG ; Zhao-Hong LIAO ; Hua LIAO
Acta Anatomica Sinica 2025;56(6):688-696
Objective To investigate the effects of estrogen signaling on T-cell recruitment and polarization in acutely injured skeletal muscle.Methods One hundred C57BL/6 male mice,one hundred and eighty C57BL/6 female mice were selected.Twenty-five female mice were ovariectomized(OVX)and 10 male mice were taken as the sham-operated(sham).Then,cardiotoxin(CTX)induced tibialis anterior(TA)injury for preparing mice myoinjury model.Subcutaneous injection of 17β-estradiol(E2)or estrogen receptor antagonist 4-hydroxytamoxifen(4-OHT)was performed.A total of 140 mice(70 males and 70 females)were divided into four group including:PBS-male,CTX-male,PBS-female,and CTX-female.Serum estradiol(E2)levels were measured by ELISA,and muscle injury models were validated via HE staining.Subsequently,20 male and 20 female mice were selected for immunofluorescence(IF)and Real-time PCR to assess estrogen receptors(ER)expression in injured muscle tissue.Further,10 male and 40 female mice were allocated into five experimental groups,including CTX,CTX+E2,CTX+4-OHT,CTX+OVX,CTX+sham.HE staining and IF were performed to evaluate inflammatory infiltration in the injured muscle.Additionally,50 female mice were divided into CTX and CTX+OVX groups,and IF combined with flow cytometry were used to analyze T-cell phenotypes and muscle fiber regeneration in the injured muscle.Results In vivo,serum E2 and myofiber ERβ increased post-injury in mice of both sexes,significantly higher in females.Compared to the control group,E2 alleviated inflammation,OVX exacerbated inflammation,increased CD4+T-cell infiltration,elevated T helper 1 cell(Th1)response,decreased regulatory T cells(Tregs),impaired regeneration.In vitro,IFN-γ/LPS significantly upregulated ERβ in myotubes.Conclusion Estrogen signaling critically regulates muscle inflammation.Estrogen deficiency(OVX)delays repair of skeletal muscle by promoting Th1 response and suppressing Tregs function.
9.Predicting axillary lymph node metastasis in invasive breast cancer using machine learning models based on serum biomarkers and other clinical features
Yilihamu YIPALA ; Wang LEI ; Ma TAO ; Gao CHUNJIE ; Liu JING ; Zhao TING ; Wang YAN
Chinese Journal of Clinical Oncology 2025;52(10):507-514
Objective:Serum tumor markers(STMs)are important indicators associated with metastasis in patients with breast cancer(BC).This study focuses on predicting the risk of axillary lymph node metastasis(ALNM)in patients with invasive BC in Xinjiang by combining STMs and clinicopathological factors.Methods:Data from 3,360 patients diagnosed with invasive BC and treated at the Affiliated Cancer Hospital of Xinjiang Medical University between 2015 and 2019 were analyzed,focusing on 11 relevant demographic and clinical factors.Five ma-chine learning(ML)algorithms were used to develop predictive models for ALNM.Their performance was compared using metrics such as area under the curve(AUC),accuracy,Kappa value,and Brier score.The best-performing model was then compared with a nomogram based on Logistic regression(LR)to determine the final model.Shapley additive explanations(SHAP)values were used to rank the importance of factors contributing to ALNM.Results:Of the 3,266 patients studied,1,368(41.89%)developed ALNM.Among the five constructed ML models,eXtreme gradient boosting(XGBoost)demonstrated the best predictive performance with an AUC of 0.768,an accuracy of 0.735,and a Kappa value of 0.450.In both the training and validation sets,the XGBoost model outperformed the LR-based nomogram(training set AUC and Brier score:0.822(0.810~0.820)vs.0.742(0.721~0.763),0.170(0.163~0.177)vs.0.197(0.189~0.204);validation set AUC and Brier score:0.769(0.740~0.770)vs.0.747(0.716~0.779),0.190(0.178~0.202)vs.0.195(0.189~0.204)).Therefore,XGBoost was selec-ted as the final predictive model.SHAP analysis identified T stage,age,molecular subtype,and CEA level as the four most influential factors for ALNM prediction.Conclusions:The XGBoost model effectively predicts the risk of ALNM in patients with invasive BC based on STMs and clinicopathological features,outperforming traditional nomograms.SHAP analysis highlighted T stage as the most critical factor influencing ALNM.
10.Construction and value analysis of a risk assessment model based on PHFS for pressure-related injuries in medical equipment
Rongrong WANG ; Ting LI ; Jie LIU ; Huandi MIN ; Jing XU ; Minling LI
China Medical Equipment 2025;22(8):118-124
Objective:To construct a risk assessment model based on probabilistic hesitant fuzzy set(PHFS)for pressure-related injuries in medical equipment,and analyze its application value in control and management for risk of pressure-related injuries in medical equipment in the department of emergency.Methods:The frequency of events caused by pressure-related injuries of equipment was counted as statistical method.Combined with the risk assessment factors of pressure-related injuries,the technique for order preference by similarity to ideal solution(TOPSIS)based on PHFS was used to evaluate the risk level of pressure-related injuries of equipment,and formulate corresponding measures for risk management of pressure-related injuries.A total of 120 used medical equipment at the Department of Emergency of the First Affiliated Hospital of Xi'an Jiaotong University from January 2024 to December 2024 were selected.Using the random number table method,60 equipment were managed with the conventional risk management mode for pressure-related injuries(conventional management mode),and the other 60 equipment were managed with risk assessment model based on PHFS(model management mode)for pressure-related injuries in medical equipment.The incidence of pressure-related injuries of equipment,scores of operational quality of equipment,incidence of pressure-related injuries at different staging were compared between two kinds of management modes.A self-made questionnaire was used to investigate the satisfactions of emergency doctors,nurses,patients,and medical engineers in the department of equipment,who used and managed equipment.Results:The scores of operational standardization,pressure controllability,and diagnostic comfort in the model management mode were respectively(93.36±4.56),(90.54±3.69)and(93.65±4.69)points,which were significantly higher than those in the conventional management mode,while the score of material sensitivity was(30.23±3.26)points,which was significantly lower than that in the conventional management mode(t=15.941,11.896,11.511,17.200,P<0.05).The incidences of occurring pressure-related injuries in the referred logs of diagnosis and treatment of respiratory equipment,monitoring equipment,infusion equipment,and oxygen supply equipment in the model management mode were significantly lower than those in the conventional management mode(x2=9.924,9.493,9.796,8.075,P<0.05).The incidences of stage 1,2,3,and 4 of pressure-related injuries of equipment in the model management mode were significantly lower than those in the conventional management mode(x2=7.209,6.985,8.048,7.473,P<0.05).The satisfactions of emergency doctors,nurses,patients,and medical engineers in the department of equipment for the clinical use of equipment in the model management mode were significantly higher than those in the conventional management mode(t=12.499,13.200,14.410,9.226,P<0.05).Conclusion:The risk assessment model based on PHFS for pressure-related injury of medical equipment can reduce the incidences of pressure-related injuries of medical equipment in the department of emergency,and improve the safety of using medical equipment,and enhance the service quality of clinical equipment,and increase the satisfaction for equipment in clinical applications.

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