1.The mechanism of extract of ginkgo biloba inducing mitochondrial autophagy in breast cancer cells MCF-7
Jianqiang SHAO ; Peng WANG ; Jie BAI ; Huixin LI ; Zunyi WANG ; Zhihong XU
Journal of International Oncology 2024;51(2):65-72
Objective:To investigate the mechanism of extract of ginkgo biloba (EGB) on mitochondrial autophagy in breast cancer cells MCF-7.Methods:Breast cancer MCF-7 cells were divided into four groups. EGB with mass concentrations of 40, 80, 120 mg/L was used to incubate breast cancer MCF-7 cells for 24 h or 48 h, as a low concentration group of EGB, a medium concentration group of EGB, and a high concentration group of EGB. Breast cancer MCF-7 cells without intervention were taken as control group. Cell proliferation was measured using MTT assay; Flow cytometry was used to detect cell apoptosis; Immunofluorescence assay was used to determine the contents of prostacyclin (P62), microtubule-associated protein light chain 3Ⅱ (LC3Ⅱ), and caspase-3; The levels of multidrug resistance-associated protein 1 (MRP1), multidrug resistance gene 1 (MDR1) and breast cancer resistance protein (BCRP) were identified by PCR; Western blotting was used to detect the expression of extracellular signal-regulated kinase (ERK), mitogen-activated protein kinase (MAPK), p-ERK, and p-MAPK proteins in cells.Results:The results of MTT assay for cell proliferation showed that cell proliferation at 24 h in control group, EGB low, medium and high concentration groups were 0.95±0.14, 0.65±0.09, 0.51±0.07, 0.37±0.04, respectively, with a statistically significant difference ( F=43.13, P<0.001), cell proliferation at 48 h were 1.32±0.19, 0.54±0.08, 0.32±0.05, 0.15±0.02, respectively, with a statistically significant difference ( F=141.30, P<0.001). Compared with 24 h, cell proliferation was decreased in EGB low, medium and high concentration groups at 48 h (all P<0.05). Pairwise comparison showed that EGB treatment significantly decreased MCF-7 cell viability and cell proliferation was decreased in turn at 24 and 48 h in control group, low, medium, high EGB groups (all P<0.05). Flow cytometry analysis revealed that the apoptosis rates of MCF-7 cells in control group, EGB low, medium and high concentration groups were 2.12%±0.23%, 9.28%±0.45%, 15.17%±1.28% and 22.21%±2.32%, respectively, with a statistically significant difference ( F=128.80, P<0.001). Pairwise comparison showed that the apoptosis rate of control group, EGB low, medium and high concentration groups were increased in turn (all P<0.05). The results of immunofluorescence assay showed that the protein relative expression levels of P62 protein in MCF-7 cells of control group, EGB low, medium and high concentration groups were 3.34±0.52, 2.85±0.47, 2.02±0.18 and 1.08±0.21, respectively, with a statistically significant difference ( F=41.55, P<0.001). LC3Ⅱ protein relative expression levels were 0.24±0.05, 1.02±0.14, 1.47±0.26, 1.95±0.21, respectively, with a statistically significant difference ( F=94.82, P<0.001). The relative expression levels of caspase-3 protein were 0.25±0.03, 0.68±0.21, 1.12±0.17 and 1.65±0.23, respectively, with a statistically significant difference ( F=68.09, P<0.001). Pairwise comparison showed that LC3Ⅱ and caspase-3 protein expression levels were increased in turn in control group, EGB low, medium and high concentration groups, while P62 protein expression levels were decreased in turn (all P<0.05). The PCR experiment results showed that the MRP1 mRNA level of MCF-7 cells in control group, EGB low, medium and high concentration groups were 1.06±0.14, 0.83±0.18, 0.71±0.11, 0.52±0.08, respectively, with a statistically significant difference ( F=17.41, P<0.001). The mRNA levels of MDR1 were 1.14±0.17, 0.75±0.13, 0.60±0.09, 0.48±0.06, respectively, with a statistically significant difference ( F=34.40, P<0.001). BCRP mRNA levels were 1.09±0.11, 0.88±0.13, 0.69±0.07, 0.57±0.05, respectively, with a statistically significant difference ( F=34.13, P<0.001). Pairwise comparison showed that the levels of MRP1, MDR1 and BCRP mRNA were decreased in turn in control group, EGB low, medium and high concentration groups (all P<0.05). The results of Western blotting showed that the expression of ERK in MCF-7 cells in control group, EGB low, medium and high concentration groups were 2.54±0.38, 1.89±0.25, 1.55±0.21, 1.12±0.16, respectively, with a statistically significant difference ( F=31.18, P<0.001). MAPK expression were 2.47±0.34, 1.96±0.29, 1.63±0.27, 1.20±0.24, respectively, with a statistically significant difference ( F=20.90, P<0.001). p-ERK expression were 2.03±0.29, 1.74±0.21, 1.45±0.11, 1.18±0.24, respectively, with a statistically significant difference ( F=16.31, P<0.001). p-MAPK expression were 2.26±0.47, 1.90±0.41, 1.61±0.33, 1.35±0.16, respectively, with a statistically significant difference ( F=7.01, P=0.002). Pairwise comparison showed that the expressions of ERK, MAPK, p-ERK and p-MAPK in control group, EGB low, medium and high concentration groups were decreased in turn (all P<0.05) . Conclusion:EGB can inhibit the proliferation of breast cancer MCF-7 cells, promote the apoptosis of MCF-7 cells, decrease the expression of P62 protein, increase the expression of LC3Ⅱ and caspase-3 protein, induce mitochondrial autophagy.
2.Correlation analysis of serum Chemerin with disease activity and Th17/Treg in patients with rheumatoid arthritis
Wenjing XU ; Dongmei GAO ; Huixin LI ; Li WANG ; Shengquan TONG
Tianjin Medical Journal 2024;52(2):193-196
Objective To explore the correlation of serum Chemerin level with disease activity and the ratio of T helper 17/regulatory T cells(Th17/Treg)in patients with rheumatoid arthritis(RA).Methods A total of 180 patients with RA who were admitted to our hospital were regarded as the observation group.According to the DAS28 score,the observation group was divided into the high activity group(60 cases),the moderate activity group(60 cases)and the low activity group(60 cases).Another 180 healthy people who underwent physical examination in our hospital during the same period were regarded as the control group.Enzyme-linked immunosorbent assay(ELISA)was used to detect serum levels of Chemerin,interleukin-9(IL-9),interleukin-10(IL-10)and interleukin-17(IL-17).Flow cytometry was used to detect the Th17/Treg ratio.Spearman correlation analysis was applied to analyze the correlation between serum Chemerin level and DAS28 score.Pearson correlation analysis was used to analyze the correlation between serum Chemerin level and Th17,Treg cell percentage and Th17/Treg ratio.Results The results of this study showed that the serum level of Chemerin was higher in the observation group than that in the control group(P<0.05).The serum Chemerin level was positively correlated with DAS28 score(P<0.05).Serum Chemerin levels and DAS28 scores decreased in turn in the high,moderate and low activity groups(P<0.05).The percentage of Th17 cells and the ratio of Th17/Treg were higher in the observation group than those in the control group,and the percentage of Treg cells was lower in the observation group than that in the control group(P<0.05).The level of IL-10 was lower in the observation group than that in the control group,while levels of IL-17 and IL-9 were higher in the observation group than those in the control group(P<0.05).The results of Pearson correlation analysis showed that serum Chemerin level was positively correlated with the percentage of Th17 cells and the ratio of Th17/Treg,and negatively correlated with the percentage of Treg cells(P<0.05).Conclusion Serum Chemerin level is elevated in patients with RA,which is closely related to disease activity and Th17/Treg ratio.
3.Association between QRS voltages and amyloid burden in patients with cardiac amyloidosis.
Jing-Hui LI ; Changcheng LI ; Yucong ZHENG ; Kai YANG ; Yan HUANG ; Huixin ZHANG ; Xianmei LI ; Xiuyu CHEN ; Linlin DAI ; Tian LAN ; Yang SUN ; Minjie LU ; Shihua ZHAO
Chinese Medical Journal 2024;137(3):365-367
4.Foundation of ceRNA networks and functional validation of AFAP1-AS1 in lung adenocarcinoma
Huixin WANG ; Qian LI ; Xiaowen HOU ; Xinzhu SHI ; Xu FENG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(04):576-584
Objective A competing endogenous RNA (ceRNA) regulatory network associated with long non-coding RNA (lncRNA) specific for lung adenocarcinoma (LUAD) was constructed based on bioinformatics methods, and the functional mechanism of actinfilament-associated protein 1-antisense RNA1 (AFAP1-AS1) in LUAD was analyzed, in order to provide a new direction for the study of LUAD therapeutic targets. Methods The gene chip of LUAD was downloaded from the Gene Expression Omnibus (GEO), and lncRNA and mRNA with differential expression between LUAD and normal tissues were screened using GEO2R online software, and their target genes were predicted by online databases to construct ceRNA networks and perform enrichment analysis. In cell experiments, AFAP1-AS1 was genetically knocked down and siRNA was constructed and transfected into LUAD cells A549 by cell transfection. CCK8, transwell, scratch assay and flow cytometry were used to detect the ability of cells to proliferate, invade, migrate and apoptosis. Results A total of 6 differentially expressed lncRNA and 494 differentially expressed mRNA were identified in the microarray of LUAD. The ceRNA network involved a total of 6 lncRNA, 22 miRNA, and 55 mRNA. Enrichment analysis revealed that mRNA was associated with cancer-related pathways. In cell assays, knockdown of AFAP1-AS1 inhibited cell proliferation, invasion, and migration, and AFAP1-AS1 promoted apoptosis. Conclusion In this study, we construct a lncRNA-mediated ceRNA network, which may help to further investigate the mechanism of action of LUAD. In addition, through cellular experiments, AFAP1-AS1 is found to have potential as a therapeutic target for LUAD.
5.Effects of Different Pellet Feed Hardness on Growth and Reproduction,Feed Utilization Rate,and Environmental Dust in Laboratory Mice
Dong WU ; Rui SHI ; Peishan LUO ; Ling'en LI ; Xijing SHENG ; Mengyang WANG ; Lu NI ; Sujuan WANG ; Huixin YANG ; Jing ZHAO
Laboratory Animal and Comparative Medicine 2024;44(3):313-320
Objective To study the effects of different pellet feed hardness on the growth and reproduction,feed utilization rate,and environmental dust in laboratory mice.Methods One hundred of fifty 50 3-week-old SPF-grade C57BL/6JGpt and 150 ICR laboratory mice were randomly divided into three groups,with an equal number of males and females.They were fed diets with different hardness of 18.62 kg,23.15 kg,and 27.89 kg.Body weight,feed utilization rate,and dust levels in cages were recorded and calculated for mice aged 3-10 weeks.Forty-five 6-week-old male mice and ninety 4-week-old female mice from each strain were randomly divided into three groups and fed pellet feeds with three different hardness levels.After 2 weeks of adaptation to the same hardness feed,the mice were paired at a 1:2 male-to-female ratio and monitored for reproductive data for 3 months.Results At the age of 4 weeks,the body weight of male C57BL/6JGpt mice in 23.15 kg group was significantly higher than that in the 18.62 kg and 27.89 kg groups(P<0.01),and the body weight of females in the 18.62 kg group was significantly higher than that in the 27.89 kg group(P<0.05).There was no significant difference in body weight among ICR mice aged 3-10 weeks across different feed hardness groups(P>0.05).For both strains,feed utilization rate for males was higher than that for females across different feed hardness groups at all weeks of age(P<0.01).Compared to the 27.89 kg group,both the 18.62 kg and 23.15 kg groups showed a significant increase in the 50-mesh dust levels in cages for both strains aged 4-8 weeks(except for 7-week-old C57BL/6JGpt mice)(P<0.05).For both C57BL/6JGpt and ICR mice,there was no significant difference in basic reproductive performance such as interval between the first litter and the monthly production index among the three feed hardness groups during the experimental period(P>0.05).However,the monthly production index of C57BL/6JGpt mice first increased and then decreased with the increase of feed hardness,while that of ICR mice increased with increasing feed hardness,though these differences were not statistically significant(P>0.05).Conclusion Different strains and genders had different tolerance to feed hardness.C57BL/6JGpt mice are more adapted to lower hardness feeds,while ICR mice are better suited to slightly higher hardness feeds.
6.A pilot study on clinical application of three-dimensional morphological completion of lesioned mandibles assisted by generative adversarial networks
Ye LIANG ; Qian WANG ; Yiyi ZHANG ; Jingjing HUAN ; Jie CHEN ; Huixin WANG ; Zhuo QIU ; Peixuan LIU ; Wenjie REN ; Yujie MA ; Canhua JIANG ; Jiada LI
Chinese Journal of Stomatology 2024;59(12):1213-1220
Objective:To explore the clinical application pathway of the CT generative adversarial networks (CTGANs) algorithm in mandibular reconstruction surgery, aiming to provide a valuable reference for this procedure.Methods:A clinical exploratory study was conducted, 27 patients who visited the Department of Oral and Maxillofacial Surgery, Xiangya Hospital of Central South University between January 2022 and January 2024 and required mandibular reconstruction were selected. The cohort included 16 males and 11 females, with the age of (46.6±11.5) years; among them, 7 cases involved mandibular defects crossing the midline. The CTGANs generator produced 100 images, and the mean squared error (MSE) was calculated for differences between any two generated images. Preoperative cone-beam CT data from 5 patients were used to construct a labeled test database, divided into groups: normal maxilla, normal mandible, diseased mandible, and noise (each group containing 70 cross-sectional images). The CTGANs discriminator was used to evaluate the loss values for each group, and one-way ANOVA and intergroup comparisons were performed. Using the self-developed KuYe multioutcome-option-network generation system (KMG) software, the three-dimensional (3D) completion area of the mandible under cone-beam CT was defined for the 27 patients. The CTGANs algorithm was applied to obtain a reference model for the mandible. Virtual surgery was then performed, utilizing the fibular segment to reconstruct the mandible and design the surgical expectation model. The second-generation combined bone-cutting and prebent reconstruction plate positioning method was used to design and 3D print surgical guides, which were subsequently applied in mandibular reconstruction surgery for the 27 patients. Postoperative cone-beam CT was used to compare the morphology of the reconstructed mandible with the surgical expectation model and the mandibular reference model to assess the three-dimensional deviation.Results:The MSE for the CTGANs generator was 2 411.9±833.6 (95% CI: 2 388.7-2 435.1). No significant difference in loss values was found between the normal mandible and diseased mandible groups ( P>0.05), while both groups demonstrated significantly lower loss values than the maxilla and noise groups ( P<0.001). All 27 patients successfully obtained mandibular reference models and surgical expectation models. In total, 14 162 negative deviation points and 15 346 positive deviation points were observed when comparing the reconstructed mandible morphology with the surgical expectation model, with mean deviations of -1.32 mm (95% CI:-1.33- -1.31 mm) and 1.90 mm (95% CI: 1.04-1.06 mm), respectively. Conclusions:The CTGANs algorithm is capable of generating diverse mandibular reference models that reflect the natural anatomical characteristics of the mandible and closely match individual patient morphology, thereby facilitating the design of surgical expectation models. This method shows promise for application in patients with mandibular defects crossing the midline.
7.Comprehensive quality evaluation of Periploca forrestii produced in Guizhou using multi-index components combined with multivariate statistical analysis
Lingqin ZENG ; Kang HE ; Jiangtao GUO ; Jie LIU ; Yongping ZHANG ; Yichun SUN ; Huixin LI
China Pharmacy 2023;34(7):802-806
OBJECTIVE To establish comprehensive quality evaluation method based on multi-index components combined with multivariate statistical analysis, and to comprehensively evaluate the quality of Periploca forrestii. METHODS Taking 11 batches of P. forrestii medicinal materials from different areas in Guizhou as samples, the contents of neochlorogenic acid, cryptochlorogenic acid, chlorogenic acid, procyanidin A2, isochlorogenic acid A and isochlorogenic acid C were determined by HPLC. Clustering heat map analysis, grey correlation analysis(GRA) and technique for order preference by similarity to ideal solution(TOPSIS) were used to evaluate the quality of P. forrestii. RESULTS The results of methodological investigation of content determination were in accordance with the relevant regulations, and the linear relationship and accuracy of each component were good in their respective sampling range. The contents of chlorogenic acid, cryptochlorogenic acid, neochlorogenic acid, procyanidin A2, isochlorogenic acid A and isochlorogenic acid C in 11 batches of samples were 3.650-7.302, 0.888-2.575, 1.371- 2.386, 0.947-1.469, 0.084-0.169 and 0.725-1.067 mg/g, respectively. The content of each component was significantly different, with the highest content of chlorogenic acid and the lowest content of isochlorogenic acid A. The comprehensive results of cluster heat map, GRA and TOPSIS analysis showed that the comprehensive quality of S5 and S10 was relatively good. CONCLUSIONS The established method is accurate, stable and simple. Combined with multivariate statistical analysis method, it can be used for quality evaluation of P. forrestii. The quality of samples from Jiuzhou Town and Caiguan Town of Xixiu District in Anshun City of Guizhou Province are relatively good among 11 different origin samples.
8.Predictive value of albumin/fibrinogen ratio for 28-day mortality risk in patients with sepsis
Zhihua LI ; Huixin CHENG ; Yi WANG ; Xiangyou YU
Chinese Journal of Emergency Medicine 2023;32(2):180-185
Objective:To investigate the predictive value of albumin/fibrinogen ratio (AFR) for 28-d mortality in patients with sepsis.Methods:A total of 186 patients with sepsis admitted to the Intensive Care Unit of the First Affiliated Hospital of Xinjiang Medical University from January 2019 to December 2021 were studied retrospectively. They were divided into the survival group ( n=124) and death group ( n=62) according to the 28-d survival conditions. Clinical data of each group within 24 h after admission were recorded, including age, sex, underlying diseases, white blood cell count, albumin, fibrinogen (FIB), PCT, CRP and other laboratory examination indexes. APACHEⅡ scores and SOFA scores were recorded at the time of admission. Cox regression was used to analyze the influence of each index on the prognosis of patients. Receiver operating characteristic (ROC) curve was used to analyze the predictive value of AFR for 28-d mortality in patients with sepsis. Kaplan-Meier method was used to draw survival curves under different AFR levels for survival analysis. Pearson correlation was used to analyze the relationship between AFR and APACHEⅡ score. Rseults:Age, number of patients with septic shock, mechanical ventilation, APACHEⅡ score, SOFA score, blood lactic acid and fibrinogen increased significantly in the death group ( P<0.05), while albumin and AFR were significantly decreased ( P<0.001). ROC curve analysis showed that the area under the curve of AFR in predicting 28-d mortality risk of patients with sepsis was 0.900. When the cut-off value of AFR was 7.64, the sensitivity was 80.0% and the specificity was 85.5%. Kaplan-Meier survival analysis showed that patients with AFR >7.64 had better prognosis. Cox regression analysis showed that AFR, APACHEⅡ score and the presence of septic shock were independent risk factors affecting the prognosis of patients with sepsis. AFR was strongly correlated with APACHEⅡ score ( r=-0.462, P<0.001). Conclusions:As a simple, effective and safe biomarker, AFR has a certain predictive value for 28-d mortality risk in patients with sepsis.
9.Meta-analysis of the clinical efficacy of live bifidobacterium bacteria preparation combined with entecavir in the treatment of hepatitis B virus-related cirrhosis
Huan CHEN ; Huixin YUAN ; Xiuhui LI
Chinese Journal of Hepatology 2023;31(3):258-264
Objective:To systematically evaluate the efficacy of live Bifidobacterium preparations combined with entecavir in the treatment of hepatitis B virus-related cirrhosis.Methods:PubMed, Web of Science, CNKI, Wanfang, VIP, and other databases were searched electronically until October 2020. Randomized controlled clinical trials in the treatment of hepatitis B virus-related cirrhosis with live Bifidobacterium preparations combined with entecavir were included for statistical analysis. The relative risk ( RR) was used as the effect size for the count data. Measurement data were expressed as mean difference ( MD) or standardized mean difference ( SMD) to represent the effect size. 95% confidence intervals (95% CI) were calculated for each effect size. The I2 statistic and P-values were used to evaluate the heterogeneity of the included literature. The fixed effect model was used for analysis if I2≤50%, P > 0.1; otherwise, the random effect model was used for meta-analysis. Results:A total of 865 patients from nine studies were included. Among them, 434 cases were in the live Bifidobacterium preparation combined with the entecavir treatment group and 431 cases in the entecavir group. The results showed that compared with the entecavir group, the live bifidobacterium preparation combined with the entecavir treatment group had significantly reduced the four indicators of liver fibrosis: serum hyaluronic acid (HA) ( SMD = -1.87 ng/ml, 95% CI: -2.32 ~ 1.41, P < 0.01), laminin (LN) ( SMD = -1.62 ng/ml, 95% CI: -2.04 ~ 1.19, P < 0.01), type III procollagen peptide (PC-III) ( SMD = -0.98, 95% CI: -1.26 ~ 0.7, P < 0.01), type IIIcollagen (III-C) ( SMD = -1.14 ng/ml, 95% CI: -1.73 ~ 0.55, P < 0.01), portal vein diameter ( SMD = -0.91 mm, 95% CI: -1.27 ~ 0.55, P < 0.01) and spleen thickness ( MD = -3.26mm, 95% CI: -3.95 ~ 2.58, P < 0.01). However, there was no statistically significant difference in the negative conversion rate of hepatitis B virus DNA (HBV DNA) between the two groups of patients. Conclusion:Compared to the entecavir treatment group, the live Bifidobacterium preparation combined with entecavir showed apparent severity improvement and enhanced clinical efficacy in patients with hepatitis B virus-related cirrhosis.
10.Prospective cohort study of pre-pregnancy sugar-sweetened beverage consumption and risk of gestational diabetes mellitus
Yahui FAN ; Jinping ZHAO ; Lu DING ; Yunjin PAN ; Lintian LI ; Huixin JI ; Jia SHI ; Sijiao LIU ; Zhaoqing LONG ; Tongqiang HE ; Le MA ; Yang MI ; Weiling LI ; Xuelan LI
Journal of Environmental and Occupational Medicine 2023;40(11):1225-1231
Background There is a lack of research evidence on the association between sugar-sweetened beverage (SSB) consumption and gestational diabetes mellitus (GDM) in China. Objective To explore the association between frequency of SSB consumption before pregnancy and risk of GDM in pregnant women in Shaanxi Province, and to provide a scientific basis for targeted interventions to control maternal blood glucose. Methods The recruitment to the China Birth Cohort study started in October 2020. Pregnant women at 6-16 weeks who had their first prenatal examination at five hospitals in Shaanxi Province were recruited. A maternal health questionnaire was used to collect basic information about pregnant women. A semi-quantitative food frequency questionnaire was used to collect the consumption of carbonated beverages, fruit and vegetable juice beverages, coffee beverages, and milk tea beverages in one year before pregnancy, which were summed to obtain the SSB consumption. Pregnant women were divided into three groups according to SSB consumption, namely <1 serving·week−1, 1-4 servings·week−1, and ≥5 servings·week−1. GDM was confirmed by oral glucose tolerance test (OGTT) between 24-28 weeks of gestation. A binary logistic regression model was applied to explore the association between SSB consumption and risk of GDM. Multiple linear regression was applied to investigate the associations between SSB consumption (per 1-serving·d−1 increase) and OGTT fasting plasma glucose, 1-hour glucose, and 2-hour glucose. Results A total of 3811 pregnant women were finally enrolled in this study, of which 752 developed GDM, with an incidence rate of 19.7%. The incidence rates of GDM in pregnant women with SSB consumption frequency of <1 serving·week−1, 1-4 servings·week−1, and ≥5 servings·week−1 were 18.0%, 21.1%, and 26.8%, respectively. After adjusting for maternal age, pre-pregnancy body mass index (BMI), education, number of children born, family history of diabetes, smoking, alcohol consumption, physical activity level, and total energy intake, the risk of GDM increased by 26% (OR=1.26, 95%CI: 1.05, 1.50) in the 1-4 servings·week−1 group and by 76% (OR=1.76, 95%CI: 1.31, 2.38) in the ≥5 servings·week−1 group compared to the <1 serving·week−1 SSB consumption group, respectively. Further stratified analysis revealed no interaction effect (Pinteraction>0.05) between SSB consumption and maternal age, pre-pregnancy BMI, or first labor or not. For each additional SSB consumption per day, the risk of GDM increased by 94% (OR=1.94, 95%CI: 1.37, 2.75); and the maternal OGTT 1-hour glucose and 2-hour glucose increased by 0.33 mmol·L−1 and 0.18 mmol·L−1, respectively (P<0.05), and no significant increase in fasting plasma glucose was found (P>0.05). Conclusion Higher SSB consumption before pregnancy increases the risk of GDM in pregnant women.

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