1.Causal relationship between peripheral blood cells and osteoporosis
Kedi LIU ; Yongxi CHEN ; Haibiao QIN ; Shenghui GUO ; Zhongshe QIN ; Juewei MENG ; Shanlin CUI ; Junhong FAN
Chinese Journal of Tissue Engineering Research 2025;29(12):2605-2613
BACKGROUND:Epidemiologic investigations and some experiments have shown that there is a close relationship between peripheral blood cells and osteoporosis,but the causal relationship between the two at the genetic level is still unclear. OBJECTIVE:To explore the causal relationship between peripheral blood cells and osteoporosis using Mendelian randomization methods. METHODS:Genome-wide association study data sets on peripheral blood cells,overall bone density at different ages,and calcaneal bone density were obtained from databases such as Blood Cell Consortium and MRC Integrative Epidemiology Unit. Blood cells were used as exposure data,with bone density at different ages and calcaneal bone density serving as outcome data. Mendelian randomization analyses were performed using methods such as inverse variance weighting,MR-Egger,weighted median method,and simple median. The results were assessed for heterogeneity,pleiotropy,and sensitivity using Cochran's Q,MR-Egger regression,and Leave-one-out method. The causal relationship between exposure and outcomes was evaluated using β values. RESULTS AND CONCLUSION:Due to the heterogeneity revealed by Cochran's Q test in the Mendelian randomization results,the results of the study were based on the inverse variance weighting method. The inverse variance weighting results showed that when age-specific bone density was used as an outcome,there was a negative causal relationship between white blood cell count and whole-body bone mineral density at the age of 45-60 years[β=-0.07,95% confidence interval (CI):-0.13,-0.01,P=0.02],a positive causal relationship between monocyte count and whole-body bone mineral density at the age of 45-60 years (β=0.05,95% CI:0.00,0.10,P=0.037),a negative causal relationship between white blood cell and basophil counts and whole-body bone mineral density over 60 years old (β=-0.04,95% CI:-0.07,-0.01,P=0.005;β=-0.04,95% CI:-0.07,-0.00,P=0.038),a positive causal relationship between hemoglobin concentration and hematocrit and whole-body bone mineral density over 60 years old (β=0.04,95% CI:0.01,0.08,P=0.012;β=0.04,95% CI:0.00,0.07,P=0.039),and a negative causal relationship between white cell count and whole-body bone mineral density at an undistinguished age (β=-0.10,95% CI:-0.16,-0.03,P=0.002). When heel bone mineral density was used as an outcome,there was a negative causal relationship between white cell count and heel bone mineral density (β=-0.04,95% CI:-0.07,-0.01,P=0.016),and a positive causal relationship between hemoglobin concentration and hematocrit and heel bone mineral density (β=0.05,95% CI:0.01,0.08,P=0.007;β=0.05,95% CI:0.01,0.08,P=0.004). To ensure the robustness of the results,meta-analyses of Mendelian randomization results of peripheral blood cells and whole-body bone mineral density as well as heel bone mineral density in different age groups were conducted. The results suggested that for every standard deviation decrease in log-transformed white blood cell count,there was a 5% reduction in the risk of decreased bone mineral density (OR=0.95,95% CI:0.94,0.97,P<0.001);whereas for every standard deviation increase in hemoglobin concentration and hematocrit,there was a 4% reduction in the risk of decreased bone density (OR=1.04,95% CI:1.03,1.06,P<0.001). In conclusion,increased white blood cell count in peripheral blood is a risk factor for bone mineral density;whereas increased hematocrit and hemoglobin concentration are protective factors for bone mineral density.
2.Causal relationship between peripheral blood cells and osteoporosis
Kedi LIU ; Yongxi CHEN ; Haibiao QIN ; Shenghui GUO ; Zhongshe QIN ; Juewei MENG ; Shanlin CUI ; Junhong FAN
Chinese Journal of Tissue Engineering Research 2025;29(12):2605-2613
BACKGROUND:Epidemiologic investigations and some experiments have shown that there is a close relationship between peripheral blood cells and osteoporosis,but the causal relationship between the two at the genetic level is still unclear. OBJECTIVE:To explore the causal relationship between peripheral blood cells and osteoporosis using Mendelian randomization methods. METHODS:Genome-wide association study data sets on peripheral blood cells,overall bone density at different ages,and calcaneal bone density were obtained from databases such as Blood Cell Consortium and MRC Integrative Epidemiology Unit. Blood cells were used as exposure data,with bone density at different ages and calcaneal bone density serving as outcome data. Mendelian randomization analyses were performed using methods such as inverse variance weighting,MR-Egger,weighted median method,and simple median. The results were assessed for heterogeneity,pleiotropy,and sensitivity using Cochran's Q,MR-Egger regression,and Leave-one-out method. The causal relationship between exposure and outcomes was evaluated using β values. RESULTS AND CONCLUSION:Due to the heterogeneity revealed by Cochran's Q test in the Mendelian randomization results,the results of the study were based on the inverse variance weighting method. The inverse variance weighting results showed that when age-specific bone density was used as an outcome,there was a negative causal relationship between white blood cell count and whole-body bone mineral density at the age of 45-60 years[β=-0.07,95% confidence interval (CI):-0.13,-0.01,P=0.02],a positive causal relationship between monocyte count and whole-body bone mineral density at the age of 45-60 years (β=0.05,95% CI:0.00,0.10,P=0.037),a negative causal relationship between white blood cell and basophil counts and whole-body bone mineral density over 60 years old (β=-0.04,95% CI:-0.07,-0.01,P=0.005;β=-0.04,95% CI:-0.07,-0.00,P=0.038),a positive causal relationship between hemoglobin concentration and hematocrit and whole-body bone mineral density over 60 years old (β=0.04,95% CI:0.01,0.08,P=0.012;β=0.04,95% CI:0.00,0.07,P=0.039),and a negative causal relationship between white cell count and whole-body bone mineral density at an undistinguished age (β=-0.10,95% CI:-0.16,-0.03,P=0.002). When heel bone mineral density was used as an outcome,there was a negative causal relationship between white cell count and heel bone mineral density (β=-0.04,95% CI:-0.07,-0.01,P=0.016),and a positive causal relationship between hemoglobin concentration and hematocrit and heel bone mineral density (β=0.05,95% CI:0.01,0.08,P=0.007;β=0.05,95% CI:0.01,0.08,P=0.004). To ensure the robustness of the results,meta-analyses of Mendelian randomization results of peripheral blood cells and whole-body bone mineral density as well as heel bone mineral density in different age groups were conducted. The results suggested that for every standard deviation decrease in log-transformed white blood cell count,there was a 5% reduction in the risk of decreased bone mineral density (OR=0.95,95% CI:0.94,0.97,P<0.001);whereas for every standard deviation increase in hemoglobin concentration and hematocrit,there was a 4% reduction in the risk of decreased bone density (OR=1.04,95% CI:1.03,1.06,P<0.001). In conclusion,increased white blood cell count in peripheral blood is a risk factor for bone mineral density;whereas increased hematocrit and hemoglobin concentration are protective factors for bone mineral density.
3.Study on protective effects of twin drugs of tetramethylpyrazine-scutellarein on cerebral ischemia-reperfusion injury model rats and its mechanism
Lina CHEN ; Jinlan WEN ; Shanhui ZHANG ; Jun LU ; Fuhui ZHAO ; Tiemei LONG ; Li DONG ; Yongxi DONG
China Pharmacy 2023;34(15):1804-1808
OBJECTIVE To study the protective effects of twin drugs of tetramethylpyrazine-scutellarein (TMSC4) on cerebral ischemia-reperfusion injury (CIRI) model rats and its mechanism. METHODS One hundred and five SD rats were randomly divided into sham operation group, model group, scutellarein group (0.7 mmol/kg), tetramethylpyrazine group (0.7 mmol/kg), and TMSC4 low-dose, medium-dose and high-dose groups (0.35, 0.7, 1.4 mmol/kg), with 15 rats in each group. Sham operation group and model group were given constant volume of normal saline intragastrically, and other groups were given relevant drug intragastrically, once a day, for consecutive 14 d. Except for sham operation group, all other groups were treated to establish the CIRI model using the thread occlusion method. After 2 hours of ischemia and 22 hours of reperfusion, the brain index and brain water content of the rats were measured. Serum levels of interleukin 1β (IL-1β), IL-6 and tumor necrosis factor α (TNF-α), the levels of superoxide dismutase (SOD), malondialdehyde (MDA), glutathione peroxidase (GSH-Px) and catalase (CAT) in brain tissues, the situation of neuronal cell apoptosis, and the protein expressions of B-cell lymphoma 2 (Bcl-2), Bcl-2-associated X protein (Bax) and cleaved-caspase-3 were evaluated. RESULTS Compared with sham operation group, the brain index, brain water content, the serum levels of IL-1β, IL-6 and TNF-α, the levels of MDA in brain tissues, the brain cell apoptosis and the protein expressions of Bax and cleaved-caspase-3 in model group were significantly increased (P<0.05); the levels of SOD, GSH- Px and CAT and the protein expression of Bcl-2 in brain tissues were significantly decreased (P<0.05). Compared with model group, the above indexes of rats were reversed significantly in administration groups (P<0.05), while the reverse effects of TMSC4 medium-dose and high-dose groups were significantly better than those of scutellarein group and tetramethylpyrazine group (P<0.05). CONCLUSIONS TMSC4 has a certain protective effect in CIRI model rats, the mechanism of which may be related to relieving inflammatory reaction and oxidative stress, inhibiting cell apoptosis.
4.Protective effects of twin drug ST-11 against PC12 cell injury induced by oxygen-glucose deprivation/reperfusion and its mechanism
Jinlan WEN ; Lina CHEN ; Shanhui ZHANG ; Jun LU ; Shuxia WU ; Jinjuan ZHANG ; Yongxi DONG ; Li DONG
China Pharmacy 2023;34(6):660-665
OBJECTIVE To study the protective effects of ligustrazine-scutellarein twin drug ST-11 on rat adrenal medullary pheochromocytoma PC12 cell injury induced by oxygen-glucose deprivation/reperfusion (OGD/R) and its mechanism. METHODS PC12 cells were divided into blank group, model group, nimodipine group (positive control, 5 μmol/L) and different concentration groups of ST-11 (5, 10, 20 μmol/L). After 24 hours of pre-administration intervention, all the other groups except the blank group were cultured in glucose-free DMEM culture medium containing 10 mmol/L Na2S2O4 for 4 hours with glucose deficiency and hypoxia. After 4 hours of glucose and oxygen re-introduction, the survival rate of cells in each group, the contents of lactate dehydrogenase (LDH), catalase (CAT), glutathione (GSH), malondialdehyde (MDA) and superoxide dismutase (SOD) in cell supernatant, apoptosis rate, the levels of reactive oxygen species (ROS) and mitochondrial membrane potential (MMP), the protein expressions of B-cell lymphoma 2 related X protein (Bax), B-cell lymphoma 2 (Bcl-2) and caspase-3 were all detected in each group. RESULTS Compared with blank group, the cell survival rate, the contents of CAT, GSH and SOD in cell supernatant, MMP level, relative expression of Bcl-2 and Bcl-2/Bax ratio in model group decreased significantly (P<0.05), while the contents of LDH and MDA, ROS level, apoptosis rate, relative expressions of Bax and caspase-3 were significantly increased (P<0.05). Compared with model group, above indexes of ST-11 groups (except for the protein expression of caspase-3 in 5 μmol/L ST-11 group) were reversed signifi-cantly (P<0.05). CONCLUSIONS ST-11 has a certain protec-tive effect on OGD/R-injured PC12 cells, and its effects may be related to reduction of oxidative stress and inhibition of cell apoptosis.
5.Clinical characteristics and survival comparison between human immunodeficiency virus-positive and human immunodeficiency virus-negative patients with cervical cancer
Shan WANG ; Xiaoping CHEN ; Pingzheng MO ; Yong XIONG ; Yongxi ZHANG
Cancer Research and Clinic 2023;35(7):510-514
Objective:To summarize the clinical features and survival differences between human immunodeficiency virus (HIV)-positive and HIV-negative cervical cancer patients, and to explore the factors influencing the prognosis.Methods:The clinical data of patients with cervical cancer diagnosed and treated in Zhongnan Hospital of Wuhan University from January 2015 to January 2022 were retrospectively analyzed. There were 46 HIV-positive cases and 587 HIV-negative cases; all 46 HIV-positive patients had squamous cell carcinoma, while 504 HIV-negative patients had squamous cell carcinoma. According to age and clinical staging, 230 HIV-negative squamous cell carcinoma patients were screened to match with 46 HIV-positive squamous cell carcinoma patients according to 1∶5. The clinical features of HIV-positive and HIV-negative patients were compared in all matched patients with pathological type of squamous cell carcinoma; the Kaplan-Meire method was used to analyze the overall survival (OS) and the comparison of OS was made by using log-rank test. Multivariate Cox proportional risk model was used to analyze the independent factors affecting the OS of patients with cervical squamous cell carcinoma.Results:The differences in the age, pathological types, clinical staging between 46 HIV-positive patients and 587 HIV-negative patients were statistically significant (all P < 0.05). There were statistically significant differences in age and clinical staging between 46 HIV-positive squamous cell carcinoma patients and 504 HIV-negative squamous cell carcinoma patients (all P < 0.05). After 1∶5 matching, there were no statistically significant differences in the age, clinical staging between 46 patients with HIV-positive squamous cell carcinoma and 230 patients with HIV-negative squamous cell carcinoma. The OS of HIV-positive patients in the entire group,pathological type of squamous cell carcinoma or after pairing was worse than that of HIV-negative patients (all P < 0.001). The median OS time of HIV-positive patients was 63 months (95% CI 61-109 months), while the median OS time of HIV-negative patients was not reached (95% CI 165-178 months, 164-178 months, 143-173 months, respectively). Multivariate Cox regression analysis showed that clinical staging Ⅲ-Ⅳ was an independent risk factor for OS in patients with cervical squamous cell carcinoma (Ⅲ-Ⅳ vs. Ⅰ-Ⅱ: HR = 1.573, 95% CI 1.032-2.397, P = 0.035); HIV infection was an independent protective factor for OS (HIV-positive vs. HIV-negative: HR = 0.087, 95% CI 0.042-0.182, P < 0.001), indicating that HIV-positive patients had an advantage in OS compared to HIV-negative patients at the same age and clinical staging. Age was not an independent influencing factor for OS ( P > 0.05). Conclusions:The onset age of HIV-positive cervical cancer tends to be younger and the clinical staging is late when patients are diagnosed. HIV-positive patients have poor prognosis.
6.Clinical application of metagenomic next-generation sequencing in acquired immunodeficiency syndrome patients with pulmonary infections
Pingzheng MO ; Zhongwei ZHANG ; Xiaoping CHEN ; Zhiyong MA ; Shihui SONG ; Liangjun CHEN ; Qinglian GUO ; Yongxi ZHANG ; Yong XIONG ; Liping DENG
Chinese Journal of Infectious Diseases 2023;41(8):507-513
Objective:To investigate the pathogen spectrum of acquired immunodeficiency syndrome (AIDS) patients with pulmonary opportunistic infections in the local area, and to evaluate the clinical application of metagenomic next-generation sequencing (mNGS) in these patients.Methods:From January to December 2021, AIDS patients with pulmonary infections admitted to Zhongnan Hospital of Wuhan University were enrolled. Their bronchoalveolar lavage fluid (BALF) was subjected to mNGS and coventional pathogen detection.Routine pathogen detection methods included smear, culture, polymerase chain reaction (PCR), and immunochromatographic colloidal gold. Fisher′s exact probability method was used for statistical analysis.Results:A total of 69 patients were included, and all of them were tested positive for mNGS. Among them, 53 cases (76.8%) were positive for fungi and viruses, 40 cases (58.0%) were positive for bacteria (excluding Mycobacterium tuberculosis (MTB) and nontuberculous mycobacteria (NTM)), six cases were positive for MTB, 11 cases were positive for NTM, and seven cases were positive for other pathogens. Mixed infections with two or more pathogens were found in 89.9%(62/69) of the patients. Among the conventional pathogen detections of BALF, 79.7%(55/69) of the patients were positive for pathogens, including 42 cases positive for Pneumocystis jirovecii PCR, 16 cases positive for BALF culture, nine cases positive for MTB PCR, and five cases positive for Cryptococcus antigen. The total detection rate of mNGS was 100.0%(69/69), which was higher than that of the conventional pathogen detection rate of 79.7%(55/69), and the difference was statistically significant (Fisher′s exact probability method, P<0.001). The specificity of mNGS detection was 88.4%. Combining clinical and two detection methods, the top five pathogens were Pneumocystis jirovecii (62.3%(43/69)), Candida (29.0%(20/69)), MTB (20.3%(14/69)), NTM and Talaromyces marneffei (15.9%(11/69), each). Fifty-three patients (76.8%) had co-infection with virus. Conclusions:The main cause of pulmonary infection in AIDS patients in this area is mixed infection, and Pneumocystis jirovecii is the most common pathogen. mNGS could significantly improve the pathogen detection rate in AIDS patients with pulmonary infections.
7.Feasibility of programmed death-1 monoclonal antibody treatment for patients with acquired immunodeficiency syndrome complicated with malignant tumor
Shan WANG ; Di DENG ; Ke ZHUANG ; Pingzheng MO ; Zhiyong MA ; Yong XIONG ; Xiaoping CHEN ; Yongxi ZHANG
Chinese Journal of Infectious Diseases 2022;40(9):533-537
Objective:To investigate the feasibility, efficacy and adverse reactions of programmed death-1(PD-1) inhibitors in patients with acquired immunodeficiency syndrome (AIDS) complicated with malignant tumor.Methods:From September 2020 to August 2021, patients with AIDS complicated with malignant tumor in Zhongnan Hospital of Wuhan University were enrolled. Data including basic information, laboratory test results, CD4 + T cell count, human immunodeficiency virus (HIV) viral load were collected. Patients were continuously administered intravenously PD-1 monoclonal antibody until disease progression or intolerant toxicity reaction occurred. Adverse reactions during treatment were recorded.And treatment outcomes were assessed once every 12 weeks after treatment. HIV viral load was measured after treatment once a week for four consecutive times, then once four weeks for two consecutive times, and then once every 12 weeks. Results:Ten patients were included in the study, including seven males and three females, three cases of Hodgkin′s lymphoma, two cases of cervical cancer and hepatocellular carcinoma respectively, one case of non-Hodgkin′s lymphoma, non-small cell lung cancer and anal cancer respectively. There were four patients with CD4 + T cell count of 100 to 200 cells/μL and two patients with CD4 + T cell count lower than 100 cells/μL. All patients had completed at least three cycles of treatment with PD-1 monoclonal antibody, HIV viral load remained lower than 20 copies /mL. Three cases achieved complete response and three cases achieved partial response. Adverse reactions were cutaneous capillary endothelial proliferation (CCEP) (seven cases), major bleeding (three cases), and hearing impairment (one case). Conclusions:PD-1 inhibitor has no adverse effect on the continuous suppression of HIV viral load and has an effect on tumor control, so it is a viable choice in AIDS patients complicated with tumor. However, due to its considerable adverse reactions, multidisciplinary cooperation is needed to reduce the risk of complications and deal with serious complications.
8.Micro-CT analysis of hyperuricemia on alveolar bone destruction caused by short-term periodontal infection in mice
LUO Yongxi ; HUANG Xueying ; XIAN Ruoting ; YU Wanxin ; LIANG Lixin ; LIANG Zhaojia ; CHEN Ziyun ; HOU Dan ; YU Ting
Journal of Prevention and Treatment for Stomatological Diseases 2021;29(2):88-93
Objective:
Establish a murine model for hyperuricemia (HU) and periodontitis to explore whether there is correlation between them and provide a basis for periodontal treatment.
Methods:
Fourteen male KM mice were divided into 2 groups; the HU group (n=7) was fed food supplemented with potassium oxonate and uric acid, the NC group (n=7) was fed standard food, and the induction period was 35 days. On the 25th day, the molars on one side were ligated to induce periodontitis (P side), while the opposite was true for the control (C side). Baseline and terminal serum uric acid (UA) levels were detected, and alveolar bone resorption was analyzed by micro-CT.
Results:
The serum UA level of HU mice was (112.94 ± 26.82 )mol/L, that of the NC group was (72.21 ± 19.95) μmol/L, and the difference in UA level was statistically significant (P < 0.05). The P side bone volume fractions of the HU and NC groups were( 29.01 ± 11.09)% and (29.56 ± 15.27)%, respectively, which were not significantly different (t=-0.072, P=0.944). The P side bone mineral densities of the HU and NC groups were(0.53 ± 0.16) g/cm3 and (0.52 ± 0.14) g/cm3, respectively, which were not significantly different (t=0.038, P=0.970). Additionally, there was no correlation between HU or serum UA and alveolar bone resorption (P > 0.05).
Conclusion
This research established a murine model for HU and periodontitis, but based on micro-CT analysis of alveolar bone, no relationship between HU or UA levels and periodontitis was found.
9.Clinical characteristics of 203 discharged patients with corona virus disease 2019
Yongxi ZHANG ; Yong XIONG ; Xinyu LI ; Pingzheng MO ; Tielong CHEN ; Shihui SONG ; Zhiyong MA ; Xiaoping CHEN ; Shicheng GAO ; Mingqi LUO ; Ke LIANG ; Liping DENG
Chinese Journal of Infectious Diseases 2020;38(8):472-478
Objective:To analyze the clinical data of 203 discharged patients with corona virus disease 2019(COVID-19), and to investigate the predictors for the severe cases.Methods:Confirmed COVID-19 cases hospitalized at Zhongnan Hospital of Wuhan University from January 1 to February 1, 2020 were consecutively enrolled, who were divided into severe group and non-severe group.The clinical data of enrolled patients were collected and the clinical manifestations, laboratory results, imaging, treatments and prognosis of patients in the two groups were analyzed. Mann-Whitney U rank sum test and chi-square test were used for statistical analysis. Results:A total of 203 discharged patients with COVID-19 were enrolled. The common clinical manifestations included fever (89.2%, 181/203), dry cough (60.1%, 122/203), chest distress (35.5%, 72/203), shortness of breath(29.1%, 59/203)and myalgia or arthralgia (26.6%, 54/203). The time from disease onset to hospital admission was 5.8 days (1.0 to 20.0 days). Among 203 enrolled patients, 107(52.7%) were divided into severe group and 96(47.3%) were non-severe group. The age in severe group was 60 years (23 to 91 years), which was significantly older than non-severe group (47 years (20 to 86 years)), the difference was statistically significant ( Z=-6.12, P<0.01). There were 63.6%(68/107) patients in severe group with at least one underlying disease, which was significantly more than non-severe group (20.8% (20/96)), the difference was statistically significant ( χ2=37.60, P<0.01). The proportions of patients with increased white blood cells, decreased lymphocytes and albumin, elevated alanine aminotransferase, aspartate aminotransferase, creatinine, lactic acid dehydrogenase, creatine kinase, fasting blood glucose, D-dimer, erythrocyte sedimentation rate, C-reactive protein, interleukin-6, and procalcitonin in severe group were all higher. On admission, 172 patients (84.7%) had bilateral patchy shadows or ground glass opacity in the lungs on chest imaging study, 20(9.9%) presented pleural effusion. Fifty-five cases (27.1%) showed progressions of lung lesions on computed tomography (CT) rescan at an average interval of five days. Among 203 patients, 123(60.6%) were given oxygen therapy upon admission, 107(52.7%) were given short-term glucocorticoid therapy, and 131(64.5%) received antiviral therapy; and 26(12.8%) died. The hospital stay was 11.0 days (1.0 to 45.0 days). Conclusions:Fever is the most common symptoms in COVID-19 patients.Elderly and patients with underlying diseases are risk factors for progression to severe cases. The elderly patients should be strengthened early monitoring, paid attention to the control of underlying diseases, and reduce the occurrence of critical diseases.
10.Screening of Potential Biomarkers for Gastric Cancer with Diagnostic Value Using Label-free Global Proteome Analysis
Song YONGXI ; Wang JUN ; Sun JINGXU ; Chen XIAOWAN ; Shi JINXIN ; Wu ZHONGHUA ; Yu DEHAO ; Zhang FEI ; Wang ZHENNING
Genomics, Proteomics & Bioinformatics 2020;18(6):679-695
Gastric cancer (GC) is known as a top malignant type of tumors worldwide. Despite the recent decrease in mortality rates, the prognosis remains poor. Therefore, it is necessary to find novel biomarkers with early diagnostic value for GC. In this study, we present a large-scale proteomic analysis of 30 GC tissues and 30 matched healthy tissues using label-free global proteome profiling. Our results identified 537 differentially expressed proteins, including 280 upregulated and 257 downregulated pro-teins. The ingenuity pathway analysis (IPA) results indicated that the sirtuin signaling pathway was the most activated pathway in GC tissues whereas oxidative phosphorylation was the most inhibited. More-over, the most activated molecular function was cellular movement, including tissue invasion by tumor cell lines. Based on IPA results, 15 hub proteins were screened. Using the receiver operating character-istic curve, most of hub proteins showed a high diagnostic power in distinguishing between tumors and healthy controls. A four-protein (ATP5B-ATP5O-NDUFB4-NDUFB8) diagnostic signature was built using a random forest model. The area under the curve (AUC) values of this model were 0.996 and 0.886 for the training and testing sets, respectively, suggesting that the four-protein signature has a high diag-nostic power. This signature was further tested with independent datasets using plasma enzyme-linked immune sorbent assays, resulting in an AUC value of 0.778 for distinguishing GC tissues from healthy controls, and using immunohistochemical tissue microarray analysis, resulting in an AUC value of 0.805. In conclusion, this study identifies potential biomarkers and improves our understanding of the pathogenesis, providing novel therapeutic targets for GC.


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