1.Construction and analysis of machine learning models for preoperative prediction of glioma grading and isocitrate dehydrogenase mutation status
Yuting WANG ; Junle ZHU ; Shuang QIN ; Saifei SUN ; Xin ZHANG ; Qi LÜ
Chinese Journal of Clinical Medicine 2026;33(1):3-15
Objective To construct machine learning models based on preoperative inflammatory and radiological features for the prediction of glioma grading and isocitrate dehydrogenase (IDH) mutation status, and to analyze application values of these models and identify the optimal predictive models. Methods A retrospective analysis was conducted on the data of pathologically confirmed glioma patients admitted to Tongji Hospital Affiliated to Tongji University from March 2019 to March 2023. LASSO regression was used to screen feature variables, and predictive models were constructed based on logistic regression (LR), random forest (RF), support vector machine (SVM), gradient boosting decision tree (XGBoost) and K-nearest neighbor (KNN) algorithms. The model performance was comprehensively evaluated using metrics including discrimination ability, area under the precision-recall curve (AUC), accuracy, F1 score and Brier score. The DeLong test was adopted to compare the AUC values among different models; Friedman rank-sum test was used to determine the overall performance differences of the models, with the Nemenyi test applied for multiple comparison correction. Results In the task of glioma grading prediction, the LR model achieved the highest comprehensive score (0.726), and no significant difference was observed between the LR model and the other four models; age was positively correlated with glioma grading (P=0.003). In the task of IDH mutation status prediction, the XGBoost model obtained the highest comprehensive score (0.832), which was superior to the LR (0.762, P=0.035) and KNN models (0.754, P=0.025), while no statistical differences were found between the XGBoost model and the RF or SVM models. Conclusions The LR model for glioma grading prediction and XGBoost model for IDH mutation prediction constructed based on a task-oriented strategy achieve a favorable interpretability while ensuring optimized performance, thereby providing reliable decision support for the individualized diagnosis and treatment of glioma.
2.Incidence and Mortality of Malignant Tumors in Cancer Registration Areas in Hubei Province, 2021
Yu QIN ; Shuang YAO ; Jiyu TUO ; Yafen XIA ; Min ZHANG
Cancer Research on Prevention and Treatment 2026;53(9):672-681
Objective To analyze the prevalence of malignant tumors in cancer registration areas in Hubei Province in 2021. Methods Data on the incidence and mortality of malignant tumors from 31 cancer registries in Hubei Province in 2021 were collected. Incidence, mortality (crude rate, ASRC, and ASRW), and cumulative rates in the 0-74-year-old age group were calculated by gender, urban-rural area, and age group. Descriptive epidemiological methods were used to describe and analyze the incidence and mortality characteristics of malignant tumors in cancer registration areas in Hubei Province in 2021. Results In 2021, malignant tumors in cancer registration areas in Hubei Province had an incidence of 329.62/105, an ASIRC of 189.33/105, an ASIRW of 201.50/105, and a cumulative rate of 20.81% in the 0-74-year-old age group. Malignant tumors had a mortality rate of 183.59/105, an ASMRC of 90.36/105, an ASMRW of 103.22/105, and a cumulative rate of 10.26% in the 0-74-year-old age group. Incidence and mortality were higher in males than in females, with incidence rates in urban areas being significantly higher than those in rural areas, whereas urban and rural mortality rates showed no significant difference. The incidence of malignant tumors gradually increased with age, peaking in the 75-79-year-old age group. Mortality rose rapidly after 45 years and peaked in the 85+-year-old age group. Significant gender and urban–rural differences were found in the incidence and mortality of malignant tumors. The leading cause of incidence across the province was lung cancer, followed by female breast, thyroid, colorectal, and liver cancers. The top five causes of death were lung, liver, stomach, colorectal, and esophageal cancers. The incidence rates of female breast, thyroid, and colorectal cancers were higher in urban areas than in rural areas, whereas the burden of liver and cervical cancers was more prominent in rural areas than in urban areas. Significant differences were found in the incidence of malignant tumors among different cities and counties. Conclusion In 2021, the burden of malignant tumors in cancer registration areas in Hubei Province was primarily caused by lung, digestive tract, liver, and female breast cancers, with significant regional differences. This situation seriously endangers the health of residents. Comprehensive prevention and control measures should be continuously strengthened to reduce the burden of malignant tumors.
3.Interleukin-37 suppresses the cytotoxicity of CD8+ T cells in the peripheral blood and tumor microenvironments in breast cancer patients
ZHENG Pengfei ; DONG Liangpeng ; GAO Yanxin ; ZHANG Yifu ; QIN Shuang
Chinese Journal of Cancer Biotherapy 2025;31(8):839-846
[摘 要] 目的:观察白细胞介素-37(IL-37)在乳腺癌患者的表达变化对CD8+ T细胞活性的影响。方法:纳入2020年7月至2022年9月在新乡医学院第一附属医院就诊的46例乳腺癌患者、24例乳腺良性肿瘤患者、20例对照者。采集外周血,分离血浆和外周血单个核细胞(PBMC),收集接受手术治疗的乳腺癌患者肿瘤组织和癌旁组织,分离组织中肿瘤浸润淋巴细胞(TIL),纯化CD8+ T细胞。ELISA法检测IL-37、可溶型单免疫球蛋白IL-1受体相关蛋白(SIGIRR)表达,实时定量PCR法检测组织中IL-37 mRNA,流式细胞术检测CD8+ T细胞中IL-18受体α链(IL-18Rα)和SIGIRR表达。外源性IL-37刺激纯化的CD8+ T细胞,与乳腺癌细胞系MCF-7共培养,通过测定乳酸脱氢酶水平计算靶细胞死亡比例,ELISA法检测上清中穿孔素、颗粒酶B、干扰素-γ(IFN-γ)、肿瘤坏死因子-α(TNF-α)水平。结果:乳腺癌患者血浆IL-37水平高于乳腺良性肿瘤患者[(554.17 ± 96.63)pg/mL vs (499.52 ± 78.66)pg/mL,P = 0.020]和对照者[(483.97 ± 47.23)pg/mL,P = 0.003]。乳腺癌患者肿瘤组织中IL-37 mRNA相对表达量高于癌旁组织[(1.88 ± 0.21) vs (1.00 ± 0.53)pg/mL,P < 0.001]。外周血IL-18Rα+ CD8+细胞比例、SIGIRR+ CD8+细胞比例、血浆可溶型SIGIRR水平在乳腺癌患者、乳腺良性肿瘤患者、对照者之间的差异无统计学意义(均P > 0.05)。CD8+ TIL表达IL-18Rα和SIGIRR的比例在肿瘤组织和癌旁组织之间的差异无统计学意义(P > 0.05)。重组人IL-37刺激后,CD8+ T细胞诱导靶细胞死亡比例、上清中IFN-γ和TNF-α水平在直接接触和间接接触共培养系统中均低于无刺激(均P < 0.05)。在直接接触共培养系统中,IL-37刺激后上清中穿孔素和颗粒酶B水平均低于无刺激(均P < 0.001),但在间接接触共培养系统中,上清中穿孔素和颗粒酶B水平在无刺激和IL-37刺激之间的差异无统计学意义(均P > 0.05)。结论:乳腺癌患者中IL-37水平升高可能参与诱导外周血和肿瘤微环境中CD8+ T细胞功能衰竭。
4.Preemptive immunotherapy for KMT2A rearranged acute leukemias post-allogeneic stem cell transplantation.
Jing LIU ; Shuang FAN ; Xiaohui ZHANG ; Lanping XU ; Yu WANG ; Yifei CHENG ; Chenhua YAN ; Yuhong CHEN ; Yuanyuan ZHANG ; Meng LV ; Yazhen QIN ; Xiaosu ZHAO ; Xiaojun HUANG ; Xiaodong MO
Chinese Medical Journal 2025;138(22):3034-3036
5.Transcriptome analysis and catechin synthesis genes in different organs of Spatholobus suberectus.
Wei-Qi QIN ; Quan LIN ; Ying LIANG ; Fan WEI ; Gui-Li WEI ; Qi GAO ; Shuang-Shuang QIN
China Journal of Chinese Materia Medica 2025;50(12):3297-3306
To study the differences in transcript levels among different organs of Spatholobus suberectus and to explore the genes encoding enzymes related to the catechin biosynthesis pathway, this study utilized the genome and full-length transcriptome data of S. suberectus as references. Transcriptome sequencing and bioinformatics analysis were performed on five different organs of S. suberectus-roots, stems, leaves, flowers, and fruits-using the Illumina NovaSeq 6000 platform. A total of 115.28 Gb of clean data were obtained, with GC content values ranging from 45.19% to 47.54%, Q20 bases at 94.17% and above, and an overall comparison rate with the reference genome around 90%. In comparisons between the stem and root, stem and leaf, stem and flower, and stem and fruit, 10 666, 9 674, 9 320, and 5 896 differentially expressed genes(DEGs) were identified, respectively. The lowest number of DEGs was found in the stem and root comparison group. KEGG enrichment analysis revealed that the DEGs were mainly concentrated in the pathways of phytohormone signaling, phenylalanine biosynthesis, etc. A total of 39 genes were annotated in the catechin biosynthesis pathway, with at least one highly expressed gene found in all organs. Among these, PAL1, PAL2, C4H1, C4H3, 4CL1, 4CL2, and DFR2 showed high expression in the stems, suggesting that they may play important roles in the biosynthesis of flavonoids in S. suberectus. This study aims to provide important information for the in-depth exploration of the regulation of catechin biosynthesis in S. suberectus through transcriptome analysis of its different organs and to provide a reference for the further realization of S. suberectus varietal improvement and molecular breeding.
Catechin/biosynthesis*
;
Gene Expression Profiling
;
Gene Expression Regulation, Plant
;
Plant Proteins/metabolism*
;
Fabaceae/metabolism*
;
Transcriptome
;
Flowers/metabolism*
;
Plant Stems/metabolism*
;
Plant Leaves/metabolism*
;
Plant Roots/metabolism*
;
Fruit/metabolism*
6.Association between genotype and phenotype in children with Phenylalanine hydroxylase deficiency in Lianyungang area.
Shuang LIU ; Qin ZHENG ; Dandan CUI ; Wei WANG ; Leilei WANG ; Guanghua LUO
Chinese Journal of Medical Genetics 2025;42(6):648-659
OBJECTIVE:
To explore the spectrum of genetic variants and phenotypes of Phenylalanine hydroxylase deficiency (PAHD) in Lianyungang area and the correlation between genotype and phenotypes among the patients.
METHODS:
Eighty children with Hyperphenylalaninemia (HPA) diagnosed at the Lianyungang Branch of Jiangsu Provincial Newborn Screening Center between January 2015 and December 2022 were enrolled. Peripheral blood samples were collected for genetic analysis using next generation sequencing (NGS), Sanger sequencing, and multiplex ligation-dependent probe amplification (MLPA) to identify the variants of PAH gene. Clinical and phenotypic data were concurrently analyzed to investigate the correlation between the types of PAH gene variant and phenotypes. This study was approved by the Medical Ethics Committee of Lianyungang Maternal and Child Health Care Hospital (Ethics No.: XM2022041).
RESULTS:
PAH gene variants were identified in 93.75% (75/80) of the children, classified as PAHD cases, while 6.25% (5/80) harbored PTS gene variants. Of the 150 PAH alleles from 75 PAHD children, a total of 152 variants (55 distinct types) were detected, with a detection rate of 100%. 80.26% (122/152) of the variants were located in exons, with the main types being missense variants (67.11%, 102/152). 53.29% (81/152) of coding sequence variants have occurred in the PAH gene's catalytic center region, while 19.74% (30/152) of the variants involved non-coding sequences. The phenotypes of the 75 PAHD children were evenly distributed. The re-screened Phe concentrations and Phe/Tyr ratios of classic-phenylketonuria (CPKU) and mild-phenylketonuria (MPKU) patients were markedly higher than initial screening values (P < 0.001, P < 0.001; P = 0.004, P = 0.016). The genotypes of the PAHD patients mostly occurred as compound heterozygotes, and different mutation positions and variant types have significantly affected the phenotypes (P = 0.042, P = 0.045). APV/GPV genotype-phenotype analysis of 61 patients showed high consistency between predicted and actual phenotypes (κ = 0.755, P < 0.001).
CONCLUSION
PAH gene variants were detected in most HPA children from Lianyungang area. The location and type of PAH gene variants has correlated with the severity of the phenotype, and the non-coding sequence variants and non-missense variants may aggravate the phenotype, and the APV/GPV model has predicted the phenotype with high consistency with the actual phenotype.
Humans
;
Phenylalanine Hydroxylase/genetics*
;
Female
;
Phenylketonurias/enzymology*
;
Male
;
Phenotype
;
Genotype
;
Child
;
Infant
;
Infant, Newborn
;
Child, Preschool
;
China
;
Mutation
;
Alleles
7.Calcium imaging in C2C12 cells and RAW264.7 cells post co-culture and changes induced by sodium palmitate
Li-jun SONG ; Shuang WU ; Qin SHA ; Chuan-xin YANG ; Xing-yu TONG ; Hui JIANG
Fudan University Journal of Medical Sciences 2025;52(6):877-882
Objective To observe the effect of RAW264.7 cells on calcium sparks in a insulin resistance model of C2C12 cells induced by sodium palmitate.Methods C2C12 cells and RAW264.7 cells were co-cultured to simulate the in vivo state of skeletal muscle.C2C12 cells were cultured in high-glucose medium containing 2%horse serum to induce differentiation into mature myotubes,and then divided into 5 groups:control(RAW264.7 cells),co-culture of C2C12 with RAW264.7,C2C12 alone,co-culture of C2C12 with RAW264.7 plus sodium palmitate(PA),and C2C12 alone with PA.PA of 5 mmol/L was used to induce insulin resistance in C2C12 cells for 24 hours.Revived and expanded RAW264.7 cells were evenly added to C2C12 cells and co-cultured for two days.Subsequently,cells were maintained in modified suspension culture,and both cell types were loaded with the calcium ion fluorescent probe Fluo-4 AM.Finally,Paraxanthine was used to induce intracellular calcium sparks,which was captured and recorded under a laser confocal microscope.Results No significant calcium signal change was observed in the control group.Co-cultured C2C12 cells exhibited rapid and pronounced calcium signal changes,whereas calcium signals in C2C12 cells cultured alone increased slowly throughout the observation period without a sharp decline.The peak calcium signal was reached significantly faster in co-cultured C2C12 cells than that in C2C12 cells cultured alone(P<0.001).With PA induction,calcium signal changes in C2C12 cells were not markedly altered,while distinct calcium fluctuations were still observed in co-cultured C2C12 cells,and the peak calcium signal was reached significantly faster in co-cultured C2C12 cells than that in C2C12 cells cultured alone(P<0.001).Conclusion RAW264.7 cells enhance the dynamic responsiveness of calcium signaling in both normal and PA-stimulated C2C12 cells.
8.Effects of Low Molecular Weight Heparin on Early Pregnancy Loss in Women With Polycystic Ovary Syndrome
Fanglan LUO ; Qinsheng LU ; Wei WEI ; Yingmei CEN ; Yinchun HUANG ; Shuang QIN ; Chunjiao WEI ; Lash Gendie E ; Li LI
Maternal-Fetal Medicine 2025;07(4):200-207
Objective::To evaluate the early pregnancy loss (EPL) rates in women with and without low molecular weight heparin (LMWH) treatment during early pregnancy.Methods::A retrospective, non-randomized study was conducted at Guangzhou Women and Children’s Medical Center between June 2019 and March 2022, involving women diagnosed with polycystic ovary syndrome (PCOS). All participants conceived following standard preconception care and voluntarily chose either the control group or the LMWH intervention group during the first month of pregnancy. The intervention was administered throughout the entire first trimester. Early and final pregnancy outcomes were recorded, with a particular focus on EPL rates. In addition, venous blood samples and clinical data were collected to compare hormonal profiles, blood lipid levels, and anthropometric parameters between the two groups. Statistical analyses included the two-tailed unpaired Student’s t-test, Mann–Whitney U test, Chi-square test, and Kaplan–Meier survival analysis. A value of P < 0.050 was considered statistically significant. Results::Thirty-eight women in the LMWH group and 102 women in the control group were included. The EPL rates in the LMWH and control groups were 5.3% (2/38) and 26.5% (27/102), respectively ( χ2 = 7.582, P = 0.006, odds ratio ( OR) = 0.154, 95% confidence interval ( CI): 0.035-0.685). The age ( P = 0.005), PCOS subtype ( P = 0.012), and levels of total cholesterol ( P = 0.003), and high-density lipoprotein ( P = 0.018) were significantly different between these two groups. Continued follow-up was performed to observe the long-time effects of LMWH treatment in early pregnancy. Seventy-three patients were successfully delivered, 23 patients in the LMWH group and 50 patients in the control group. There was no significant difference between the LMWH and control groups in gestation length, bleeding during delivery, birth weight, gender of the newborn, or mode of delivery. In addition, Kaplan-Meier curve analysis revealed that LMWH treatment may decrease the risk of EPL in PCOS patients in the first trimester ( χ2 = 4.144, P = 0.040). Conclusion::LMWH treatment during early pregnancy may reduce the EPL rate in women with PCOS.
9.Exploration on Mechanism of Yanghe Decoction in the Treatment of Granulomatous Lobular Mastitis Based on Network Pharmacology and Experimental Validation
Haoyu LI ; Minmin YU ; Mengdi ZHANG ; Yingnan REN ; Shuang LIANG ; Yujing QIN ; Jingwei LI
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(3):34-41
Objective To explore the potential targets and pathways of Yanghe Decoction for the treatment of granulomatous lobular mastitis(GLM)using network pharmacology and molecular docking;To experimentally validate its mechanism.Methods Active components and targets of Yanghe Decoction were screened through TCMSP and TCM-ID.GLM targets were retrieved from GeneCards and OMIM databases,the intersection of drug targets and disease targets was taken,and a protein interaction network was constructed.GO and KEGG pathway enrichment analysis was performed.Molecular docking of main components and key targets was conducted.Totally 60 SD rats were randomly divided into blank group,model group,prednisolone group(0.005 g/kg),and Yanghe Decoction low-,medium-and high-dosage groups(2.5,5.0,10.0 g/kg).Except for the blank group,GLM models were constructed for all other groups,and corresponding drug interventions were given to each treatment group for 14 consecutive days.The body mass and breast mass size of rats were recorded,breast ultrasound images were collected,and the inflammatory index score was scored.The pathological morphology of rat breast tissue was observed through HE staining.ELISA was used to detect the contents of IL-1β,IL-6 and TNF-α in serum.Western blot was used to detect the protein expressions of IL-1β,IL-6,TNF-α,IκBα,TLR4 and p65 in breast tissue.Results Yanghe Decoction was screened for 140 active components,363 targets,and 32 intersecting targets with GLM,mainly involving NF-κB,PI3K-Akt signaling pathway,etc.Molecular docking showed that the main components had good binding activities with key targets.Compared with the blank group,rats in the model group showed obvious redness and swelling of the breasts with a large range of lumps and a significant increase in mammary inflammation index score(P<0.01),and ultrasound could detect a large range of patchy hypoechoic areas,and pathological changes showed a variety of inflammatory cell infiltration in the mammary lobules and the formation of tiny abscesses,and the serum contents of IL-1β,IL-6 and TNF-α in the model group significantly increased(P<0.01),the protein expressions of IL-1β,IL-6,TNF-α,TLR4 and p65 in breast tissue significantly increased(P<0.01),and the protein expression of IκBα significantly decreased(P<0.05).Compared with the model group,the erythema of the breasts of the rats in each treatment group was improved,and the extent of the lumps was reduced,and the reduction in the size of the lumps in the prednisolone group and the Yanghe Decoction high-dosage group was obvious(P<0.05).The inflammatory index score of prednisolone group and Yanghe Decoction groups decreased to different degrees(P<0.01),ultrasound showed a smaller range of hypoechoic area,pathology showed a reduction in the infiltration of inflammatory cells,and a reduction in the formation of granulomas and abscesses,and the prednisolone group and Yanghe Decoction groups significantly down-regulated the contents of IL-1β and TNF-α in serum(P<0.01),and the prednisolone group and Yanghe Decoction middle-and high-dosage groups significantly down-regulated the content of IL-6 in serum(P<0.05,P<0.01),the expression of TLR4 protein in breast tissue was significantly decreased in Yanghe Decoction high-dosage group(P<0.05),the expressions of IL-1β,IL-6,TNF-α and p65 proteins in prednisolone group and Yanghe Decoction groups were significantly decreased(P<0.05,P<0.01),and the expression of the protein of IκBα significantly increased(P<0.01).Conclusion Yanghe Decoction can reduce the inflammatory response in GLM rats,and its mechanism may be related to the inhibition of TLR4/NF-κB signalling pathway.
10.Production and identification of PEDV RBD protein peptide antibody
Jiayu YU ; Yuhang JIANG ; Guoqing ZHANG ; Lichao YI ; Shuang ZHANG ; Letian LI ; Aijian QIN ; Chang LI
Chinese Journal of Veterinary Science 2025;45(7):1357-1365
This study aims to screen epitope antigens targeting the receptor binding domain(RBD)of porcine epidemic diarrhea virus(PEDV)based on its amino acid sequence(GenBank accession number:AKN45969.1),prepare PEDV RBD polyclonal antibody,and perform their identification.Bioinformatics analysis software was used to predict the potential antigenic epitopes of PEDV RBD and sequence comparison with porcine coronavirus strains was performed,the selected dominant antigen epitopes were then conjugated with keyhole limpet hemocyanin(KLH),to synthesize pep-tides directly and immunize mice to generate specific antibody,Western blot technique and indirect immunofluorescence assay were utilized to identify the specificity of the antibodies,and indirect ELISA method was further applied to determine the antibody potency.Results showed the selected PEDV RBD dominant epitope sequence shared 100%similarity with 18 other PEDV strains,while exhibiting low sequence similarity with 11 TGEV strains(27.8%—29.3%)and 16 PDCoV strains(10.5%—13.4%),indicating good epitope conservation.Western blot showed that the specificity of the prepared peptide antibody specifically recognized the PEDV RED protein overexpressed in Ex-pi293F cells and overexpressed in baculovirus system,and at the same time,the antibody was still able to detect the PEDV S protein expressed in PEDV-infected Vero cells at a 1∶2 000 dilution,while it did not react with TGEV-and PDCoV-infected ST cells,indicating that the good specificity of the peptide antibody.ELISA revealed that the potency of specific antibodies in mouse serum could reach up to 1∶25 600.The above results indicate that bioinformatics techniques were suc-cessfully utilized to predict antigenic epitopes of PEDV RBD protein,and specific PEDV RBD pep-tide antibodies were prepared.

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