1.Explainable Machine Learning Model for Predicting Prognosis in Patients with Malignant Tumors Complicated by Acute Respiratory Failure: Based on the eICU Collaborative Research Database in the United States
Zihan NAN ; Linan HAN ; Suwei LI ; Ziyi ZHU ; Qinqin ZHU ; Yan DUAN ; Xiaoting WANG ; Lixia LIU
Medical Journal of Peking Union Medical College Hospital 2026;17(1):98-108
To develop and validate a model for predicting intensive care unit (ICU) mortality risk in patients with malignant tumors complicated by acute respiratory failure (ARF) based on an explainable machine learning framework. Clinical data of patients with malignant tumors and ARF were extracted from the eICU Collaborative Research Database in the United States, including demographic characteristics, comorbidities, vital signs, laboratory test indicators, and major interventions within the first 24 hours after ICU admission.The study outcome was ICU death.Enrolled patients were randomly divided into a training set and a validation set at a ratio of 7:3.Predictor variables were selected using least absolute shrinkage and selection operator (LASSO) regression.Five machine learning algorithms-extreme gradient boosting (XGBoost), support vector machine (SVM), Logistic regression, multilayer perceptron (MLP), and C5.0 Decision Tree-were employed to construct predictive models.Model performance was evaluated based on the area under the receiver operating characteristic curve (AUC), accuracy, sensitivity, and other metrics.The optimal model was further interpreted using the Shapley additive explanations (SHAP) algorithm. A total of 3196 patients with malignant tumors complicated by ARF were included.The training set comprised 2, 261 patients and the validation set 935 patients; 683 patients died during ICU stay, while 2513 survived.LASSO regression ultimately selected 12 variables closely associated with patient ICU outcomes, including sepsis comorbidity, use of vasoactive drugs, and within the first 24 hours after ICU admission: minimum mean arterial pressure, maximum heart rate, maximum respiratory rate, minimum oxygen saturation, minimum serum bicarbonate, minimum blood urea nitrogen, maximum white blood cell count, maximum mean corpuscular volume, maximum serum potassium, and maximum blood glucose.After model evaluation, the XGBoost model demonstrated the best performance.The AUCs for predicting ICU mortality risk in the training and validation sets were 0.940 and 0.763, respectively; accuracy was 88.3% and 81.2%;sensitivity was 98.5% and 95.9%.Its predictive performance also remained optimal in sensitivity analyses.SHAP analysis indicated that the top five variables contributing to the model's predictions were minimum oxygen saturation, minimum serum bicarbonate, minimum mean arterial pressure, use of vasoactive drugs, and maximum white blood cell count. This study successfully developed a mortality risk prediction model for ICU patients with malignant tumors complicated by ARF based on a large-scale dataset and performed explainability analysis.The model aids clinicians in early identification of high-risk patients and implementing individualized interventions.
2.Value of radiotherapy in metastatic HER2-overexpressing breast cancer treated with pyrotinib
Nan SUN ; Xianglu SUN ; Jing LIU ; Yan YANG ; Yongchun ZHOU
Chinese Journal of Radiological Medicine and Protection 2025;45(3):183-187
Objective:To investigate the efficacy of radiotherapy in postoperative metastatic human epidermal growth factor receptor 2 (HER2)-overexpressing breast cancer treated with pyrotinib, and to identify potential subgroups that may benefit from this strategy.Methods:The clinical data of 187 patients with postoperative distant metastatic HER2-overexpressing breast cancer who received pyrotinib at the First Affiliated Hospital of Bengbu Medical University from January 2018 to July 2022 were retrospectively analyzed. The Kaplan-Meier method was used to assess changes in survival outcomes in patients undergoing radiotherapy. Univariate and multivariate analyses were conducted to identify prognostic factors, and the log-rank test was used to determine potential subgroups that may benefit from radiotherapy.Results:Among the 187 patients, 76 received radiotherapy. The median follow-up duration for the entire population was 16.9 months (range: 3.1-37.9 months), and the 2-year overall survival (OS) was 75.0%. Multivariate analysis showed that age, metastatic status, and radiotherapy were independent factors affecting OS (3.86-6.76, P<0.05). Further subgroup analysis showed that radiotherapy significantly improved OS in patients aged ≥50 years, those with oligometastases or bone metastases, those not receiving endocrine therapy, and those resistant to trastuzumab ( P<0.05). Conclusions:Radiotherapy, in addition to pyrotinib, can enhance the survival rate of patients with postoperative metastatic HER2-overexpressing breast cancer. The benefits of radiotherapy may be more pronounced in patients with a low tumor burden, inadequate systemic treatment, and drug resistance.
3.Effects of Peiyuan Yishen Antai Decoction on Cell Senescence and Decidualization of Aged Mice with Recurrent Spontaneous Abortion Based on P53/P21 Signaling Pathway
Chang SHU ; Yanfeng LIU ; Fei YAN ; Nan DENG ; Fanhui JIN ; Linlin GUO ; Zihan XU
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(1):91-97
Objective To explore the effects of Peiyuan Yishen Antai Decoction on cell senescence and decidualization of aged mice with recurrent spontaneous abortion(RSA)based on P53/P21 signaling pathway;To discuss its mechanism in the treatment of RSA.Methods 8-9 month old CBA/J female mice were randomly divided into aging model group(normal saline 0.3 mL/d),Chinese materia medica group(18.72 g/kg)and dydrogesterone group(2.6 mg/kg).6-8 week old CBA/J female mice were assigned to a reproductive age blank group(normal saline 0.3 mL/d),with five mice in each group.After administering the corresponding solutions by gavage for 2 weeks,the reproductive age blank group mice were housed in cages with BALB/c male mice,while the remaining groups were housed in cages with DBA/2 male mice.After confirming the presence of vaginal plug,gavage was continued until the 9th day of pregnancy for sampling.Mice embryo loss rate was observed,HE staining was used to observe the morphology of uterine decidua,immunohistochemistry was used to detect the localization and expression of aging related protein Pi6INK4a in decidua tissue,RT-PCR and Western blot were used to detect the mRNA and protein expressions of P53,P21,insulin-like growth factor binding protein 1(IGFBP-1)and prolactin(PRL)in decidual tissue.Results Compared with the reproductive age blank group,the embryo loss rate of the aging model group significantly increased(P<0.05),the irregular endometrial cells were vacuolated,the number of glands and blood vessels was reduced,the expression of P16INK4a in decidual tissue significantly increased(P<0.05),and the expressions of P53,P21 mRNA and protein significantly increased(P<0.05),the mRNA and protein expressions of IGFBP-1 and PRL significantly decreased(P<0.05).Compared with the aging model group,the Chinese materia medica group and the dydrogesterone group showed an decreasing trend in embryo loss rate in mice,the arrangement of cells in the decidua tissue was relatively neat,and the number of blood vessels and glands increased,the expression of P16INK4a in decidua tissue was significantly decreased(P<0.05),the mRNA and protein expressions of P53 and P21 were significantly decreased(P<0.05),while the mRNA and protein expressions of IGFBP-1 and PRL significantly increased(P<0.05).Conclusion Peiyuan Yishen Antai Decoction can improve the aging status of endometrial stromal cells in aged RSA model mice by regulating the P53/P21 signaling pathway,promote decidualization process,and thus exert a protective effect on pregnancy.
4.Clinical Study on Arsenic-containing TCM Compounds for the Treatment of High-risk Myelodysplastic Syndrome with Spleen-kidney Deficiency and Toxic Stagnation and Blood Stasis Syndrome
Nan JIN ; Yue MAO ; Yan LYU ; Zhuo CHEN ; Dexiu WANG ; Weiyi LIU ; Chi LIU ; Xudong TANG
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(6):160-166
Objective To analyze the efficacy of arsenic-containing TCM compounds in treating high-risk myelodysplastic syndromes(HR-MDS)with spleen-kidney deficiency and toxic stagnation and blood stasis syndrome;To provide references for the clinical treatment of HR-MDS.Methods The medical records of HR-MDS with spleen-kidney deficiency and toxic stagnation and blood stasis syndrome treated with arsenic-containing TCM compounds in Xiyuan Hospital of China Academy of Chinese Medical Sciences from January 2016 to September 2022 were retrospectively analyzed.The patients were divided into arsenic-containing TCM compounds combined with demethylation drugs(HMAs)treatment group and arsenic-containing TCM compounds combined with androgen treatment group.The clinical efficacy of both groups were evaluated,including overall response rate(ORR),median overall survival(OS),1-,2-and 3-year survial rates,median progression free survival(PFS),and 1-,2-and 3-year PFS rates.Results Among 200 cases of HR-MDS,68 cases were treated with arsenic-containing TCM compounds combined with HMAs,and 132 cases were treated with arsenic-containing TCM compounds combined with androgen.The ORR was 30%,and the OS of HR-MDS after treatment was 42 months.The 1-,2-and 3-year survival rates were 78.6%,60.4%and 50.2%respectively.The median PFS was 15 months,and the 1-year,2-year and 3-year PFS rates were 57.8%,28.8%and 18.2%respectively.The ORR of 68 cases HR-MDS treated with arsenic-containing TCM compounds combined with HMAs was 44.1%.After treatment,the median OS of HR-MDS was 42 months,and the survival rates of 1-,2-and 3-years were 84%,75.6%and 61.9%respectively,and the median PFS was 24 months,and the PFS rates of 1-,2-and 3-years were 74.3%,48.5%and 35.2%,respectively.The ORR of 132 cases of HR-MDS treatmented with arsenic-containing TCM compounds combined with androgen was 26.5%,including 33.3%in the high-risk group of HR-MDS and 13.3%in the extremely high-risk group of HR-MDS.There was statistical significance between the two groups(P=0.014).After treatment,the median OS of HR-MDS was 29 months,and the survival rates of 1-,2-and 3 years were 78.6%,54.1%and 45.1%respectively.The median PFS was 13 months,and the PFS rates of 1-,2-and 3 years were 54.1%,28.2%and 12.9%respectively.Conclusion The arsenic-containing TCM compounds combined with HMAs can significantly prolong survival and delay disease progression in HR-MDS.Although the arsenic-based TCM compounds combined with androgen therapy demonstrate inferior efficacy compared to HMAs-based regimens,it has achieved significantly higher OS and PFS than historical controls,serving as an effective alternative for patients intolerant to HMAs.
5.Investigation of effects of petroleum ether fraction from Derris eriocarpa on glucose and lipid metabolism in a mouse model of metabolic syndrome via ATF3/HNF4ɑ/CYP7A1 pathway
Jing YAN ; Jie WENG ; Xuan ZHANG ; Xue LI ; Chao-nan KONG ; Hong-cun LIU ; Li-fang YANG ; Ming-guo JIANG ; Qiu-yan LIANG ; Li-ting HE
Chinese Traditional Patent Medicine 2025;47(9):2902-2911
AIM To investigate effects of petroleum ether fraction from Derris eriocarpa How on glucose and lipid metabolism in a mouse model of metabolic syndrome(MS).METHODS KM mice were fed a high-fat diet and administered streptozotocin intraperitoneally to establish MS models.The MS mice were then randomly assigned to the model group,the metformin hydrochloride group,the lovastatin group,the ursolic acid group,and the high-,medium-and low-dose D.eriocarpa petroleum ether fraction groups,with 10 mice in each group.Ten additional mice maitained on a normal diet served as the normal control group.After 4 weeks of intragastric administration,glucose and lipid metabolism indicators were measured.Hepatic pathological changes were assessed using HE staining and oil red O staining.Liver tissue mRNA expressions of ATF3,PEPCK,FXR,CYP7A1,HNF4ɑ,CYP8B1 and SRB1 were quantified by RT-qPCR.Hepatic protein expressions of ATF3,HNF4ɑ,PEPCK,FXR and CYP7A1 was analyzed by Western blot in MS mice.RESULTS Compared to the model group,the high-dose D.eriocarpa petroleum ether fraction group exhibited significant glucose tolerance improvement(reduced OGTT-AUC,P<0.01);favorable serum lipid modulation in terms of increased HDL-C levels(P<0.01)and decreased TG,TC,LDL-C(P<0.01);reduced renal biomarkers(BUN,SCR)and hepatotoxic indicators of TBA,AST and ALT activities(P<0.01);alleviated hepatic lipid accumulation and histopathological damage;downregulated mRNA and protein expressions of ATF3,HNF4ɑ and PEPCK,as well as CYP8B1 mRNA expression(P<0.01);and upregulated mRNA and protein expressions of FXR and CYP7A1,along with SRB1 mRNA expression(P<0.01).CONCLUSION D.eriocarpa petroleum ether fraction ameliorates glucose and lipid metabolism dysregulation in MS mice by modulating the ATF3/HNF4ɑ/CYP7A1 signaling pathway,consequently eliciting hypoglycemic,hypolipidemic,hepatoprotective and nephroprotective effects.
6.Feasibility study on deep learning for thigh muscles automatic segmentation on axial T 1WI in patients with Duchenne muscular dystrophy
Yile WANG ; Yuyuan NAN ; Yuen ZHANG ; Wei LIU ; Rui YAN
Chinese Journal of Radiology 2025;59(11):1286-1292
Objective:To investigate the feasibility of thigh muscles segmentation in patients with Duchenne muscular dystrophy (DMD) using the TransUNet deep learning model on MRI.Methods:This was a cross-sectional study. From April 2023 to September 2024, the axial T 1WI imagings of 60 DMD patients, confirmed by genetic analysis at Northwest Women′s and Children′s Hospital, were enrolled in this retrospective study. Patients were divided into a training set ( n=48) and a test set ( n=12) at a ratio of 8∶2 using random sampling. Fat infiltration scores were assigned to 11 thigh muscles, including the rectus femoris, vastus lateralis, vastus intermedius, vastus medialis, sartorius, adductor longus, adductor magnus, gracilis, semimembranosus, semitendinosus, and biceps femoris long head. A total of 1 078 images were included (884 for training, 194 for testing).The 12 DMD patients in the test set were divided into groups G1 to G4, with 2, 4, 2, and 4 cases respectively, according to the total score of muscle fat infiltration from low to high. A TransUNet model was trained on the T 1WI to perform automatic segmentation of the 11 thigh muscles in both thighs. The segmentation performance of the TransUNet automatic segmentation model was evaluated using the Dice similarity coefficient (DSC), intersection over union (IoU), and average symmetric surface distance (ASSD), with the results of manual delineation by physicians as the gold standard. And one-way analysis of variance or the Kruskal-Wallis H test was used to compare the segmentation effects of the automatic segmentation model on the thigh muscles of children among G1 to G4. Results:The mean processing time for the automatic segmentation of all 11 muscles in both thighs per patient was (8.3±1.5) s. The DSC, IoU and ASSD in training set and in test set were 0.971±0.011, 0.948±0.019, 0.69 (0.55, 0.96) and 0.944±0.021, 0.900±0.038, 0.58 (0.55, 0.91), respectively. In the training set, the semitendinosus muscle achieved the best segmentation results (DSC 0.99, IoU 0.97, ASSD 0.52). In the test set, the sartorius muscle showed the best segmentation performance (DSC 0.96, IoU 0.93, ASSD 0.50). There were no statistically significant differences in the overall DSC, IoU, or ASSD of the automatic segmentation model across groups G1 to G4 ( P>0.05). Conclusions:The TransUNet automatic segmentation model can rapidly and accurately segment the bilateral thigh muscles in patients with DMD, and the segmentation performance demonstrated consistent among patients with different degrees of muscle fat infiltration.
7.Analysis of the impact of phase Ⅱ cardiac rehabilitation on the rehabilitation needs and physical activity of patients with coronary heart disease after interventional surgery
Ying ZHANG ; Xiwei ZHANG ; Jiahui WU ; Wenxian LIU ; Yan FENG ; Nan LI ; Yong SHAO ; Lixin ZHANG ; Yuan TIAN ; Zhiying LI ; Yin LI
Chongqing Medicine 2025;54(5):1080-1084
Objective To investigate the impact of phase Ⅱ cardiac rehabilitation on the rehabilitation needs and physical activity status of patients after coronary heart disease intervention.Methods A total of 90 patients with coronary heart disease who underwent percutaneous coronary intervention(PCI)in the Coronary Heart Disease Center of the hospital from August 2023 to August 2024 were selected as the research subjects.They were subjected to a 12-week standardized phase Ⅱ cardiac rehabilitation training.General data survey forms,cardiac rehabilitation scales,and the International Physical Activity Questionnaire were used for scale surveys to understand the patients' needs before and after rehabilitation and their weekly physical activity en-ergy expenditure.The cardiopulmonary exercise test gold standard,which reflects exercise capacity through three indicators-maximum oxygen uptake(VO2 max),anaerobic threshold(AT),and metabolic equivalents(MET),were used to compare the physical activity status before and after cardiac rehabilitation.Results Compared with before the implementation,after the implementation of cardiac rehabilitation,the autonomy score in-creased(21.36±1.85 vs.16.73±3.28),the process anxiety(12.60±3.87 vs.14.27±2.12)and outcome anxiety scores(2.31±1.76 vs.4.56±3.56)decreased,the level of low-intensity physical activity decreased[(2 711.62±1 487.09)min/week vs.(3 845.97±2 083.71)min/week],the levels of moderate-intensity[(1 314.67±783.54)min/week vs.(686.22±126.79)min/week],high-intensity[(1 861.33±798.27)min/week vs.(112.00±40.77)min/week],and total physical activity increased[(5 887.62±2 843.54)min/week vs.(4 644.19±2 287.16)min/week].The levels of VO2 max[(28.11±14.28)mL·min-1·kg-1 vs.(23.82±12.34)mL·min-1·kg-1],AT[(16.06±5.41)mL·min-1·kg-1 vs.(13.53±4.56)mL·min-1·kg-1],and MET[(6.89±1.59)mL·min-1·kg-1 vs.(5.78±1.21)mL·min-1·kg-1]all in-creased,with statistically significant differences(P<0.05).Conclusion Phase Ⅱ rehabilitation after PCI can effectively improve patients' physical activity levels.
8.Construction of A Chiral Separation Method Using Polystyrene-cyclodextrin Metal-organic Framework Coating for Open-tubular Capillary Electrochromatography
Yan ZHANG ; Hao-Yu LI ; Cai LIU ; Rong-Yue ZHANG ; Xiao-Nan HE ; Juan QIAO
Chinese Journal of Analytical Chemistry 2025;53(10):1751-1760
By using a strategy of leveraging the ability of metal-organic frameworks(MOFs)materials to precisely regulate the spatial orientation of cyclodextrins(CD),a polystyrene-modified γ-cyclodextrin metal-organic frameworks(PS-CD-MOFs)capillary coating was established and applied to the chiral separation of amino acids in open-tubular capillary electrochromatography(OT-CEC)based on the excellent film-forming property of polystyrene(PS).Characterization results by Fourier transform infrared spectroscopy(FT-IR),X-ray diffraction(XRD)indicated that PS was successfully grafted onto the surface of CD-MOFs.The modification significantly improved the structural stability and thermal stability of CD-MOFs while maintaining the integrity of the MOFs.The PS-CD-MOFs coated capillary electrophoresis system exhibited excellent performance in separating dansylated amino acid enantiomers(Dns-D,L-AAs).Specifically,under the optimal separation conditions(Sodium dodecyl sulfate/boric acid buffer system,20 cm capillary,and 10 kV effective voltage),good separation was achieved for D,L-methionine(D,L-Met)and D,L-serine(D,L-Ser).Further quantitative analysis showed that Dns-D,L-Met presented a good linear relationship in the concentration range of 10.0-1500.0 μmol/L,with a correlation coefficient close to 0.998,demonstrating high sensitivity and repeatability.Not only did it overcome the problem that traditional CD(used as additives in capillary electrophoresis)could not precisely control the spatial orientation of chiral resolvents,but also it solved the issues of insufficient stability and bonding amount of CD-MOFs coatings by utilizing the excellent film-forming property of polymers on the inner wall of capillaries.This study provided an efficient and controllable new strategy for construction of chiral separation stationary phases.
9.Mechanisms of reproductive toxicity and ferroptosis induced by polystyrene microplastics in male mice
Jiabo WANG ; Rong LI ; Setiniaz NAZIRA ; Chengqing LIU ; Nan YANG ; Qi YAN
Journal of Environmental and Occupational Medicine 2025;42(2):224-231
Background Polystyrene microplastics (PS-MPs) attract widespread public attention due to their adverse effects on mammalian reproductive systems. However, it is currently unclear whether ferroptosis is related to testicular damage and decreased sperm quality in mice exposed to PS-MPs. Objective To clarify the reproductive damage in male mice exposed to PS-MPs and investigate the mechanism of ferroptotic effects. Methods Five-week-old male BALB/c mice were randomly divided into four experimental groups, including one control group and three PS-MPs groups at low dose (0.5 mg·kg−1), medium dose (5 mg·kg−1), and high dose (50 mg·kg−1), respectively, with 6 mice in each group. The treatment was delivered by gavage for 35 consecutive days (one time per day). After the mice were neutralized, the wet weights of testis and epididymis were measured, and organ coefficients were then calculated. Sperm was counted by hematimetry, and sperm motility and adenosine triphosphate (ATP) level were evaluated using CCK-8 and CellTiter Glo ® Kit 2.0 Assay respectively. In addition, serum testosterone, follicle-stimulating hormone, and luteinizing hormone were determined using ELISA kit, total testicular iron content was measured using tissue iron kit, and pathological changes in testicular tissue were observed after hematoxylin-eosin (HE) staining. We also used glutathione (GSH), malondialdehyde (MDA), and superoxide dismutase (SOD) assays to examine their changes to better understand the physiological status of testicular tissue. Finally, the expression levels of ferroptosis-associated proteins glutathione peroxidase 4 (GPX4) and solute carrier family 7 member 11 (SLC7A11) were detected by Western blotting. Results Compared with the control group, the testicular index in the high dose group decreased, and the epididymal index decreased in all dose groups (P<0.05). The results of sperm quality analysis showed that the sperm count in each dose group was lower than that of the control group; the sperm motility decreased, sperm malformation rate increased, and ATP level in sperm decreased in the medium and high dose groups. The results of HE staining showed that the spermatogenic epithelium was disordered and the arrangement of spermatogenic cells were loose in the low dose group, the spermatogenic gap was enlarged in the middle dose group, and the cells in the high dose group were vacuolated and even azoospermic. The results of serum sex hormone levels showed that the serum testosterone levels decreased in each dose group, the serum follicle-stimulating hormone levels decreased in the medium and high dose groups, and the serum luteinizing hormone levels decreased in the high dose group (P<0.05). The iron content in the testicular tissue homogenate of the high dose group increased (P<0.05). The levels of GSH and SOD in the homogenate of testicular tissue decreased in the medium and high dose groups, while the levels of MDA increased (P<0.05). The results of Western blotting showed that the protein expression level of GPX4 in the testis in the high dose group was lower than that in the control group. The protein expression levels of SLC7A11 in the medium and high dose groups were lower than that in the control group. The results of correlation analysis showed that the expression level of GPX4 was positively correlated with sperm count, and negatively correlated with MDA level (P<0.05). SLC7A11 expression level was positively correlated with sperm count, and negatively correlated with sperm malformation rate and MDA level (P<0.05). Conclusion PS-MPs exposure leads to decreased sperm quality, testicular damage, and decreased serum sex hormone levels in male mice, and its mechanism of action may involve ferroptosis.
10.Spermine Synthase : A Potential Prognostic Marker for Lower-Grade Gliomas
Chen LIU ; Hongqi LI ; Xiaolong HU ; Maohui YAN ; Zhiguang FU ; Hengheng ZHANG ; Yingjie WANG ; Nan DU
Journal of Korean Neurosurgical Society 2025;68(1):75-96
Objective:
: The objective of this study was to assess the relationship between spermine synthase (SMS) expression, tumor occurrence, and prognosis in lower-grade gliomas (LGGs).
Methods:
: A total of 523 LGG patients and 1152 normal brain tissues were included as controls. Mann-Whitney U test was performed to evaluate SMS expression in the LGG group. Functional annotation analysis was conducted to explore the biological processes associated with high SMS expression. Immune cell infiltration analysis was performed to examine the correlation between SMS expression and immune cell types. The association between SMS expression and clinical and pathological features was assessed using Spearman correlation analysis. In vitro experiments were conducted to investigate the effects of overexpressing or downregulating SMS on cell proliferation, apoptosis, migration, invasion, and key proteins in the protein kinase B (AKT)/epithelialmesenchymal transition signaling pathway.
Results:
: The study revealed a significant upregulation of SMS expression in LGGs compared to normal brain tissues. High SMS expression was associated with certain clinical and pathological features, including older age, astrocytoma, higher World Health Organization grade, poor disease-specific survival, disease progression, non-1p/19q codeletion, and wild-type isocitrate dehydrogenase. Cox regression analysis identified SMS as a risk factor for overall survival. Bioinformatics analysis showed enrichment of eosinophils, T cells, and macrophages in LGG samples, while proportions of dendritic (DC) cells, plasmacytoid DC (pDC) cells, and CD8+ T cells were decreased.
Conclusion
: High SMS expression in LGGs may promote tumor occurrence through cellular proliferation and modulation of immune cell infiltration. These findings suggest the prognostic value of SMS in predicting clinical outcomes for LGG patients.

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