1.Machine learning models established to distinguish OA and RA based on immune factors in the knee joint fluid.
Qin LIANG ; Lingzhi ZHAO ; Yan LU ; Rui ZHANG ; Qiaolin YANG ; Hui FU ; Haiping LIU ; Lei ZHANG ; Guoduo LI
Chinese Journal of Cellular and Molecular Immunology 2025;41(4):331-338
Objective Based on 25 indicators including immune factors, cell count classification, and smear results of the knee joint fluid, machine learning models were established to distinguish between osteoarthritis (OA) and rheumatoid arthritis (RA). Methods 100 OA and 40 RA patients scheduled for total knee arthroplasty were enrolled respectively. Each patient's knee joint fluid was collected preoperatively. Nucleated cells were counted and classified. The expression levels of immune factors, including tumor necrosis factor alpha (TNF-α), interleukin-1 beta (IL-1β), IL-6, IL-8, IL-15, matrix metalloproteinase 3 (MMP3), MMP9, MMP13, rheumatoid factor (RF), serum amyloid A (SAA), C-reactive protein (CRP), and others were measured. Smears and microscopic classification of all the immune factors were performed. Independent influencing factors for OA or RA were identified using univariate binary logistic regression, Lasso regression, and multivariate binary logistic regression. Based on the independent influencing factors, three machine learning models were constructed which are logistic regression, random forest, and support vector machine. Receiver operating characteristic curve (ROC), calibration curve and decision curve analysis (DCA) were used to evaluate and compare the models. Results A total of 5 indicators in the knee joint fluid were screened out to distinguish OA and RA, which were IL-1β(odds ratio(OR)=10.512, 95× confidence interval (95×CI) was 1.048-105.42, P=0.045), IL-6 (OR=1.007, 95×CI was 1.001-1.014, P=0.022), MMP9 (OR=3.202, 95×CI was 1.235-8.305, P=0.017), MMP13 (OR=1.002, 95× CI was 1-1.004, P=0.049), and RF (OR=1.091, 95×CI was 1.01-1.179, P=0.026). According to the results of ROC, calibration curve and DCA, the accuracy (0.979), sensitivity (0.98) and area under the curve (AUC, 0.996, 95×CI was 0.991-1) of the random forest model were the highest. It has good validity and feasibility, and its distinguishing ability is better than the other two models. Conclusion The machine learning model based on immune factors in the knee joint fluid holds significant value in distinguishing OA and RA. It provides an important reference for the clinical early differential diagnosis, prevention and treatment of OA and RA.
Humans
;
Arthritis, Rheumatoid/metabolism*
;
Machine Learning
;
Male
;
Female
;
Middle Aged
;
Aged
;
Synovial Fluid/immunology*
;
Osteoarthritis, Knee/metabolism*
;
Knee Joint/metabolism*
;
ROC Curve
;
Diagnosis, Differential
2.Progress in autoantibodies associated with esophageal squamous cell carcinoma.
Kaijuan JI ; Chao SUN ; Yan ZHAO
Chinese Journal of Cellular and Molecular Immunology 2025;41(4):363-371
The early diagnosis and precise treatment of esophageal squamous cell carcinoma (ESCC) hold significant clinical value in improving patient survival rate. Current diagnostic methods for early-stage ESCC primarily rely on invasive procedures and endoscopy, which can cause discomfort and financial burden for patients. Therefore, non-invasive biomarkers with high sensitivity and specificity present a more suitable alternative for early tumor diagnosis. Tumor associated autoantibodies (TAAb), identified as potential biomarkers, have considerable clinical implications for the early diagnosis, treatment monitoring, and prognosis assessment of ESCC. Here in we aim to summarize recent research on ESCC-related autoantibodies, including their background, types and development, analyze the potential of those autoantibodies in clinical diagnosis, treatment monitoring, and prognosis assessment, and also discuss the limitations of existing research and future directions. The goal is to provide a theoretical foundation for the early diagnosis and personalized treatment of ESCC.
Humans
;
Autoantibodies/immunology*
;
Esophageal Neoplasms/therapy*
;
Esophageal Squamous Cell Carcinoma/immunology*
;
Biomarkers, Tumor/immunology*
;
Prognosis
;
Carcinoma, Squamous Cell/diagnosis*
;
Animals
3.Correlations of MicroRNA-487a-3p and A Kinase-Interacting Protein 1 mRNA Levels in Endometrial Cancer Tissue With Patient Survival Within Five Years After Surgery.
Dan-Dan ZHAO ; Su-E ZHANG ; Li-Ye MIAO ; Yan WANG
Acta Academiae Medicinae Sinicae 2025;47(5):792-800
Objective To investigate the relationships of the expression of microRNA-487a-3p (miR-487a-3p) and A kinase-interacting protein 1 (AKIP1) mRNA in the endometrial cancer (EC) tissue with the patient survival within 5 years after surgery. Methods The EC tissue and adjacent normal tissue samples were collected from 130 EC patients who underwent surgical treatment at the Fourth Hospital of Shijiazhuang from September 2016 to April 2019.qRT-PCR was employed to determine the expression levels of miR-487a-3p and AKIP1 mRNA.The patients were followed up for 5 years after surgery to record the survival status.After removal of the patients who missed follow-up,78 surviving patients were recorded as the EC survival group,and 34 deceased patients were recorded as the EC death group.The dual luciferase reporter gene assay was conducted to verify the targeting relationship between miR-487a-3p and AKIP1 mRNA.Comparison was conducted for the expression levels of miR-487a-3p and AKIP1 mRNA between adjacent normal tissue and EC tissue,the expression levels of miR-487a-3p and AKIP1 mRNA in the EC tissue among patients with different clinical pathological parameters,and the clinical pathological parameters and the expression levels of miR-487a-3p and AKIP1 mRNA in the EC tissue between the EC survival group and the EC death group.The correlations of miR-487a-3p and AKIP1 mRNA levels in the EC tissue with the degree of tumor differentiation,International Federation of Gynecology and Obstetrics (FIGO) stage,lymph node metastasis,and depth of muscle invasion were analyzed.The relationships of miR-487a-3p and AKIP1 mRNA with patient prognosis and the risk factors affecting the survival of EC patients within 5 years after surgery were analyzed to evaluate the value of miR-487a-3p and AKIP1 mRNA levels in predicting the survival of EC patients within 5 years after survival. Results The EC tissue showed lower miR-487a-3p level (0.41±0.08 vs. 1.00±0.05;t=71.306,P<0.001) and higher AKIP1 mRNA level (2.35±0.37 vs. 1.00±0.03;t=41.465,P<0.001) than the adjacent normal tissue.The miR-487a-3p low expression group and AKIP1 mRNA high expression group had higher proportions of patients with low tumor differentiation,FIGO stage Ⅲ to Ⅳ,lymph node metastasis,and deep invasion of muscle layer than the miR-487a-3p high expression group and AKIP1 mRNA low expression group,respectively (all P<0.05).The results of dual luciferase reporter gene assay showed that the relative activity of luciferase in the miR-487a-3p small interfering RNA (siRNA)+AKIP1 mRNA-wild type (WT) group was higher than that in the miR-487a-3p empty vector+AKIP1 mRNA-WT group (2.85±0.19 vs. 1.00±0.04;t=23.339,P<0.001).There was no significant difference in the relative activity of luciferase between the miR-487a-3p empty vector+AKIP1 mRNA-mutant type (MUT) group and the miR-487a-3p siRNA+AKIP1 mRNA-MUT group (1.04±0.05 vs. 1.05±0.03;t=0.420,P=0.683).MiR-487a-3p in the EC tissue had negative correlations with AKIP1 mRNA,FIGO stage,lymph node metastasis,and depth of muscle invasion and a positive correlation with the degree of tumor differentiation (all P<0.001).AKIP1 mRNA had positive correlations with FIGO stage,lymph node metastasis,and depth of muscle invasion and a negative correlation with the degree of tumor differentiation (all P<0.001).The 5-year overall survival rates in the miR-487a-3p high expression group and AKIP1 mRNA low expression group (89.47% and 84.91%) were higher than those in the miR-487a-3p low expression group and AKIP1 mRNA high expression group (49.09% and 55.93%),respectively (both P<0.05).The EC death group had higher proportions of patients with low tumor differentiation,FIGO stage Ⅲ to Ⅳ,lymph node metastasis,and deep invasion of muscle layer,higher AKIP1 mRNA level in the EC tissue,and lower miR-487a-3p level than the EC survival group (all P<0.05).Low tumor differentiation,FIGO stage Ⅲ to Ⅳ,lymph node metastasis,deep invasion of muscle layer,low miR-487a-3p level,and high AKIP1 mRNA level were independent risk factors for the survival of EC patients within 5 years after surgery (all P<0.05).The area under curve (AUC) values of miR-487a-3p and AKIP1 mRNA alone (0.785 and 0.789,respectively) were lower than that of their combination (0.908) in predicting the survival of EC patients within 5 years after surgery (both P<0.05). Conclusion The EC tissue has a low miR-487a-3p level and a high AKIP1 mRNA level,both of which are correlated with clinicopathological parameters and prognosis and can be used to predict the survival of EC patients within 5 years after surgery.
Humans
;
Female
;
Endometrial Neoplasms/pathology*
;
MicroRNAs/genetics*
;
RNA, Messenger/genetics*
;
Adaptor Proteins, Signal Transducing/genetics*
;
Middle Aged
;
Survival Rate
;
Nuclear Proteins
4.Value of low-flow rate and-contrast injection scheme for pulmonary artery computed tomography angiography of elderly patients
Yue JIANG ; Min XU ; Hang-Hang SUN ; Mei-Rong SUN ; Qiu-Ju HU ; Yan-E ZHAO ; Dong-Sheng JIN
Chinese Medical Equipment Journal 2024;45(10):66-70
Objective To explore the application value of low-flow rate and-contrast injection scheme for pulmonary artery computed tomography angiography(CTA)in the elderly patients.Methods Sixty elderly patients undergoing pulmonary artery CTA in some hospital from April 2020 to January 2023 were selected and divided into a control group(30 cases)and an experimental group(30 cases)according to the contrast agent injection schemes.A conventional contrast injection scheme was used for the control group,and an optimized contrast injection scheme with low flow rate and low contrast dose was designed for the experimental group.The two gorups were observed and subjectively scored in terms of the degree of pulmonary artery enhancement,the display of pulmonary artery trunks and branches and the sharpness of image vessel edges,and objectively evaluated for the degree of contrast sclerosis artifacts in the superior vena cava and the enhancement CT values of the pulmonary artery trunks and the left and the right pulmonary veins.The extravasation of the contrast agent was recorded for the patients in the 2 groups.SPSS 25.0 software was used for statistical analysis.Results The two groups had no significant differences in score pulmonary artery CTA image quality(P>0.05);the experimental group had the socre of contrast sclerosis artifacts in the superior vena cava statistically lower than that of the control group(P<0.05).The two groups had no obvious differences in the CT values of the pulmonary artery trunks and the left and the right pulmonary veins(P>0.05).There were no patients with the extravasation of the contrast agent found in the experimental group,while there one case with severe extravasation and 4 cases with mild or moderate extravasation in the control group.Conclusion Low-flow rate and-contrast injection scheme for pulmonary artery CTA of the elderly patients contributes to avoiding contrast agent extrava-sation while ensuring image quality,enhancing patient experience and safety.[Chinese Medical Equipment Journal,2024,45(10):66-70]
5.Research progress of single-cell RNA sequencing in the immune microenvironment of spinal cord injury.
Nan ZHANG ; Huazheng YAN ; Jianxiong GAO ; Lin ZHANG ; Chengchen ZHAO ; Qianhui BAO ; Jianguo HU ; Hezuo LYU
Chinese Journal of Cellular and Molecular Immunology 2024;40(12):1133-1137
Spinal cord injury (SCI) represents a complex pathophysiological process involving the interaction of multiple cell types. Conventional sequencing methods can only detect the average gene expression level of the damaged local cell populations, which is difficult to reflect its heterogeneity. Therefore, new technologies are needed to reveal the intercellular heterogeneity and the complex intercellular interactions of the damaged lesions. The single-cell RNA sequencing (scRNA-seq) technique facilitates high-resolution profiling of gene expression at the single-cell level, providing insights into cellular heterogeneity and function, potential molecular pathways, cell fate transitions, and the intercellular interactions pertinent to disease progression. This technology generates valuable gene expression data that support both basic and translational research efforts aiming at the identification of therapeutic targets for intervention. The scRNA-seq technique and its multifaceted application in the local immune microenvironment of injury after SCI were discussed, which will contribute to a more comprehensive understanding of the pathophysiological processes in the immune microenvironment of SCI.
Spinal Cord Injuries/genetics*
;
Humans
;
Single-Cell Analysis/methods*
;
Sequence Analysis, RNA/methods*
;
Animals
;
Gene Expression Profiling/methods*
;
Cellular Microenvironment/genetics*
6.Effect of Cyr61 on Imatinib Resistance in Chronic Myeloid Leukemia and Its Mechanism.
Yan-Fang SONG ; Li LUO ; Peng-Chong SHI ; Zhao-Zhong LI ; Tai-Gang ZHANG ; Ying-Ping CAO ; Xian-Jin ZHU
Journal of Experimental Hematology 2023;31(1):1-7
OBJECTIVE:
To investigate the effect of Cyr61 on imatinib (IM) resistance in chronic myeloid leukemia (CML) and its mechanism.
METHODS:
Cyr61 level in cell culture supernatant was determined by enzyme-linked immunosorbent assay. The expression of Cyr61 and Bcl-xL were measured by real-time PCR and Western blot. Cell apoptosis was analyzed using an Annexin V-APC Kit. Expression of signal pathways related proteins was determined by Western blot.
RESULTS:
The level of Cyr61 obviously increased in K562G cells (IM resistance to CML cell line K562). Down-regulating the expression of Cyr61 decreased the resistance of K562G cells to IM and promoted IM induced apoptosis. In CML mouse model, down-regulating the expression of Cyr61 could increase the sensitivity of K562G cells to IM. The mechanism studies showed that Cyr61 mediated IM resistance in CML cells was related to the regulation of ERK1/2 pathways and apoptosis related molecule Bcl-xL by Cyr61.
CONCLUSION
Cyr61 plays an important role in promoting IM resistance of CML cells. Targeting Cyr61 or its related effectors pathways may be one of the ways to overcome IM resistance of CML cells.
Animals
;
Humans
;
Mice
;
Apoptosis
;
Drug Resistance, Neoplasm
;
Imatinib Mesylate/pharmacology*
;
K562 Cells
;
Leukemia, Myelogenous, Chronic, BCR-ABL Positive/metabolism*
;
Signal Transduction
7.Effect of Elevated Basal LH on IVF-ET Outcomes in Patients with Polycystic Ovary Syndrome
Wei-e ZHAO ; Xiao-ping LIU ; Pan-yu CHEN ; Xiao-yan LIANG ; Jing-jie LI
Journal of Sun Yat-sen University(Medical Sciences) 2023;44(1):78-84
ObjectiveTo compare the outcomes in controlled ovarian stimulation (COH) and fresh embryo transfer between women with and those without a high basal luteinizing hormone (bLH) level in polycystic ovary syndrome (PCOS). MethodsThe clinical data of PCOS patients at the Reproductive Medicine Center of the Sixth Hospital of Sun Yat-sen University from January 2015 to December 2021 were retrospectively analyzed. They were divided into the high group (LH≥10 U/L) and normal group (LH<10 U/L) according to the bLH levels. The results of COH and pregnancy outcomes after fresh transfer were compared, including gonadotropin (Gn) initiation dose, Gn duration, total Gn dose, number of oocytes obtained, two pronuclei (2PN) rate, available embryos rate, high-quality embryos rate, blastocyst formation rate, human chorionic gonadotrophin (HCG) positive rate, clinical pregnancy rate (CPR), spontaneous abortion rate (SAR), ongoing pregnancy rate (OPR) and live birth rate (LBR). The differences in hormonal trends during COH were also analyzed. ResultsThere were no statistically significant differences in age, body mass index, anti-Mullerian hormone, and type of infertility between the two groups. Compared with the normal group, the Gn initiation dose and Gn duration were not statistically significant (P>0.05), while the total Gn dose was significantly lower (P<0.001) in the high group. The number of oocytes retrieved, 2PN rate, available embryos rate, high-quality embryos rate, and blastocyst formation rate were comparable between the two groups (all P>0.05). After fresh embryo transfer, they had similar pregnancy outcomes in the HCG positive rate, CPR, SAR, OPR and LBR (all P > 0.05). ConclusionsIn patients with PCOS, high bLH levels do not affect COH or pregnancy outcomes in fresh transfer cycles. Further studies are needed to determine whether LH levels need to be lowered prior to COH and whether frozen-all strategy is required in patients with elevated bLH levels.
8.Research progress in vaccines of SARS-CoV-2.
Xinbin GE ; Qigan QU ; Zeguang WANG ; Shungeng ZHANG ; Yan CHI ; Chunhui SHAN ; Ruihan LIU ; Qing ZHAO
Chinese Journal of Cellular and Molecular Immunology 2023;39(10):946-951
Since the outbreak of corona virus disease 2019 (COVID-19), viral strains have mutated and evolved. Vaccine research is the most direct and effective way to control COVID-19. According to different production mechanisms, severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) vaccines included inactivated virus vaccine, live attenuated vaccine, mRNA vaccine, DNA vaccine, viral vector vaccine, virus-like particle vaccine and protein subunit vaccine. Among them, viral protein subunit vaccine has a wide application prospect due to its high safety and effectiveness. Viral nucleocapsid protein has high immunogenicity and low variability which could be a new direction for vaccine production. We summarized the current development of vaccine research by reviewing the current progress, vaccine safety and vaccine immune efficiency. It is hoped that the proposed possible development strategies could provide a reference for epidemic prevention work in future.
Humans
;
SARS-CoV-2/genetics*
;
COVID-19/prevention & control*
;
Protein Subunits
;
Vaccines, DNA
;
Nucleocapsid Proteins
9.Mechanism of Proliferation and Apoptosis of Acute Promyelocytic Leukemia Cell Line NB4 Induced by TPA.
Pan ZHAO ; Chong ZHANG ; Xue-Mei DONG ; Lu-Wei YAN ; Le-Yuan MI ; Ya-Jiao LI ; Jia-Chao KANG ; Jing WANG
Journal of Experimental Hematology 2023;31(5):1296-1302
OBJECTIVE:
To investigate the effect of phorbol-12-myristate-13-ace-tate (TPA) on the proliferation and apoptosis of acute promyelocytic leukemia cell line NB4 and its molecular mechanism.
METHODS:
The effect of different concentrations of TPA on the proliferation of NB4 cells at different time points was detected by CCK-8 assay. The morphological changes of NB4 cells were observed by Wright-Giemsa staining. The cell cycle and apoptosis of NB4 cells after TPA treatment were detected by flow cytometry. The mRNA expressions of NB4 cells after TPA treatment were analyzed by high-throughput microarray analysis and real-time quantitative PCR. Western blot was used to detect the protein expression of CDKN1A, CDKN1B, CCND1, MYC, Bax, Bcl-2, c-Caspase 3, c-Caspase 9, PIK3R6, AKT and p-AKT.
RESULTS:
Compared with the control group, TPA could inhibit the proliferation of NB4 cells, induce the cells to become mature granulocyte-monocyte differentiation, and also induce cell G1 phase arrest and apoptosis. Differentially expressed mRNAs were significantly enriched in PI3K/AKT pathway. TPA treatment could increase the mRNA levels of CCND1, CCNA1, and CDKN1A, while decrease the mRNA level of MYC. It could also up-regulate the protein levels of CDKN1A, CDKN1B, CCND1, Bax, c-Caspase 3, c-Caspase 9, and PIK3R6, while down-regulate MYC, Bcl-2, and p-AKT in NB4 cells.
CONCLUSION
TPA induces NB4 cell cycle arrest in G1 phase and promotes its apoptosis by regulating PIK3/AKT signaling pathway.
Humans
;
Leukemia, Promyelocytic, Acute
;
Caspase 3/metabolism*
;
Caspase 9/pharmacology*
;
Phosphatidylinositol 3-Kinases/metabolism*
;
Proto-Oncogene Proteins c-akt/metabolism*
;
bcl-2-Associated X Protein/metabolism*
;
Cell Line, Tumor
;
Cell Division
;
Apoptosis
;
RNA, Messenger
;
Cell Proliferation
10.Effect of Human Bone Marrow Mesenchymal Stem Cells with Ectopic High OCT4 Expression on T Lymphocyte Function.
Xiao-Ping GUO ; Yan-Fei CHEN ; Ping CHEN ; Jin PAN ; Pei-Ting YING ; Ning ZHAO ; Yong-Min TANG
Journal of Experimental Hematology 2023;31(5):1523-1530
OBJECTIVE:
To explore the effect of human bone marrow mesenchymal stem cells (MSCs) with ectopic high OCT4 expression on T-cell proliferation, activation and secretion in vitro.
METHODS:
Peripheral blood mononuclear cells were isolated from healthy children. Anti-CD3 and anti-CD28 monoclonal antibodies were used to activate T lymphocytes, which were stimulated by interleukin (IL)-2 for one week in vitro. Then MSCs with ectopic high OCT4 expression (MSC-OCT4) were co-cultured with activated T lymphocytes. After one week of co-culture, the supernatant was collected and the levels of Th1/Th2 cytokines [IL-2, IL-4, IL-6, IL-10, tumor necrosis factor (TNF)-α and interferon (IFN)-γ] were determined by flow cytometry. The lymphocytes after one week of co-culture were collected and counted by Countstar software. After the proportions of activated/inactivated T cell subsets were determined by flow cytometry, the absolute lymphocyte counts were calculated and expressed as mean ± standard deviation.
RESULTS:
Compared with control T cell alone culture group, the proliferation of CD3+ T cells, CD3+CD4+ T cells, and CD3+CD8+ T cells were significantly inhibited in MSC group and MSC-OCT4 group. Compared with MSC, MSC-OCT4 could inhibit CD3+CD8+ T cell proliferation better (P =0.049), and mainly inhibited early T cell activation. Compared with control T cell alone culture group, the levels of IL-2 and INF-γ were significantly down-regulated both in MSC group and MSC-OCT4 group.After co-culture with T cells for one week, the level of IL-6 significantly increased in MSC group and MSC-OCT4 group compared with that before co-culture. Compared with control MSC group, MSC-OCT4 group had higher viable cell numbers after 1 week of co-culture (P =0.019), and could resist the inhibition of proliferation by higher concentration of mitomycin C.
CONCLUSION
Both MSC and MSC-OCT4 can inhibit the proliferation and activation of IL-2-stimulated T cells in vitro. After overexpression of OCT4, MSC has better proliferation ability in vitro and can inhibit the proliferation of CD3+CD8+ T cells more effectively, which may have a better and more lasting immunosuppressive ability to regulate the balance of Th1/Th2.
Child
;
Humans
;
Bone Marrow Cells
;
CD8-Positive T-Lymphocytes/metabolism*
;
Cell Proliferation
;
Cells, Cultured
;
Interleukin-2
;
Interleukin-6/metabolism*
;
Leukocytes, Mononuclear/metabolism*
;
Lymphocyte Activation
;
Mesenchymal Stem Cells
;
Tumor Necrosis Factor-alpha/metabolism*

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