1.Graph Neural Networks and Multimodal DTI Features for Schizophrenia Classification: Insights from Brain Network Analysis and Gene Expression.
Jingjing GAO ; Heping TANG ; Zhengning WANG ; Yanling LI ; Na LUO ; Ming SONG ; Sangma XIE ; Weiyang SHI ; Hao YAN ; Lin LU ; Jun YAN ; Peng LI ; Yuqing SONG ; Jun CHEN ; Yunchun CHEN ; Huaning WANG ; Wenming LIU ; Zhigang LI ; Hua GUO ; Ping WAN ; Luxian LV ; Yongfeng YANG ; Huiling WANG ; Hongxing ZHANG ; Huawang WU ; Yuping NING ; Dai ZHANG ; Tianzi JIANG
Neuroscience Bulletin 2025;41(6):933-950
Schizophrenia (SZ) stands as a severe psychiatric disorder. This study applied diffusion tensor imaging (DTI) data in conjunction with graph neural networks to distinguish SZ patients from normal controls (NCs) and showcases the superior performance of a graph neural network integrating combined fractional anisotropy and fiber number brain network features, achieving an accuracy of 73.79% in distinguishing SZ patients from NCs. Beyond mere discrimination, our study delved deeper into the advantages of utilizing white matter brain network features for identifying SZ patients through interpretable model analysis and gene expression analysis. These analyses uncovered intricate interrelationships between brain imaging markers and genetic biomarkers, providing novel insights into the neuropathological basis of SZ. In summary, our findings underscore the potential of graph neural networks applied to multimodal DTI data for enhancing SZ detection through an integrated analysis of neuroimaging and genetic features.
Humans
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Schizophrenia/pathology*
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Diffusion Tensor Imaging/methods*
;
Male
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Female
;
Adult
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Brain/metabolism*
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Young Adult
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Middle Aged
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White Matter/pathology*
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Gene Expression
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Nerve Net/diagnostic imaging*
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Graph Neural Networks
2.Establishment and application of drug use evaluation criteria of argatroban
Hengfen DAI ; Caiyun ZHENG ; Yunchun LIU ; Hong ZHANG ; Maobai LIU ; Jinghua ZHANG
Chinese Journal of Pharmacoepidemiology 2024;33(2):121-127
Objective To establish the argatroban drug use evaluation(DUE)criteria and provide reference for the rational use of argatroban in clinical practice.Methods Based on the domestic and foreign drug instructions of argatroban,referring to relevant guidelines and literature,the DUE standard rules were established by expert consultation.Using the established standard rules,the medical records of argatroban in the Fuzhou First Hospital Affiliated with Fujian Medical University from August 2020 to August 2022 were evaluated for the rationality of medication.Results A total of 368 medical records were included,the rational rate of drug use was 48.64%,and the irrational drug use was mainly without indications(46.19%)and inappropriate combination of drugs(4.35%).Conclusion The rational rate of argatroban clinical use in the hospital is not high,and the problems mainly include off-indication drug use and unreasonable combination drug use.Through the establishment and clinical application of DUE standard rules,the clinical use of argatroban can be further standardized and the ability of rational drug use can be improved.
3.The Relationship between the Duration of Folic Acid Supplementation,Gesta-tional Diabetes Mellitus and Adverse Perinatal Outcomes
Jinyi WANG ; Chunxing MA ; Yueyue GAO ; Yaming ZHANG ; Fengying WANG ; Xuntao LIU ; Yunchun LIU
Journal of Practical Obstetrics and Gynecology 2024;40(8):664-669
Objective:To investigate the relationship between the duration of folic acid supplementation,gesta-tional diabetes mellitus(GDM)and adverse perinatal outcomes based on generalized linear mixed model.Meth-ods:Clinical data was collected of 759 pairs of mothers and children who delivered at the First Affiliated Hospital of Hebei North University from January 2021 to December 2022.The adverse perinatal outcomes of this study in-cluded cesarean section,premature birth,macrosomia,low birth weight(LBW),large for gestational age(LGA),and small for gestational age infant(SGA).Generalized linear mixed model was used to analyze the impact of GDM and supplementation with folic acid for a duration of ≥3 months on the risk of adverse perinatal outcomes.A stratified analysis of the duration of folic acid supplementation was conducted to determine whether it was a con-founding factor or influencing factor of GDM and adverse birth outcomes.Results:A total of 748 patients(98.55%)received folic acid supplementation before and during pregnancy,with a total of 743 patients(97.89%)receiving folic acid supplementation during pregnancy and 496 patients(65.35%)receiving folic acid supplementation before pregnancy.77 mothers were diagnosed with GDM,with an incidence rate of 10.14%.Compared with those who received folic acid supplementation before pregnancy for<3 months,those who re-ceived folic acid supplementation before pregnancy for ≥ 3 months were associated with an increased risk of GDM.The adjusted RR(aRR)was 1.72(95%CI 1.17-2.53).The GDM patients who received folic acid sup-plementation for≥3 months before pregnancy was associated with a reduced risk of SGA,with an aRR of 0.40(95%CI 0.18-0.89).In the subgroup of pregnant women who received folic acid supplementation for≥3 months,GDM was associated with an increased risk of cesarean section(aRR 1.36,95%CI 1.06-1.75))and macrosomia(aRR2.11,95%CI 1.06-4.20),but both aRR were lower than fixed effect RR of 1.53(95%CI 1.01-2.34)and 2.43(95%CI 12.7-4.66),respectively.and the above differences were statistically signifi-cant(P<0.01).Conclusions:Supplementing folic acid for≥3 months before pregnancy increases the risk of GDM,but reduces the risk of SGA birth in patients with GDM.Supplementing folic acid during pregnancy for≥3 months has a reducing effect on the risk of adverse perinataloutcomes of cesarean section and macrosomia in women with GDM.
4.The Relationship between the Duration of Folic Acid Supplementation,Gesta-tional Diabetes Mellitus and Adverse Perinatal Outcomes
Jinyi WANG ; Chunxing MA ; Yueyue GAO ; Yaming ZHANG ; Fengying WANG ; Xuntao LIU ; Yunchun LIU
Journal of Practical Obstetrics and Gynecology 2024;40(8):664-669
Objective:To investigate the relationship between the duration of folic acid supplementation,gesta-tional diabetes mellitus(GDM)and adverse perinatal outcomes based on generalized linear mixed model.Meth-ods:Clinical data was collected of 759 pairs of mothers and children who delivered at the First Affiliated Hospital of Hebei North University from January 2021 to December 2022.The adverse perinatal outcomes of this study in-cluded cesarean section,premature birth,macrosomia,low birth weight(LBW),large for gestational age(LGA),and small for gestational age infant(SGA).Generalized linear mixed model was used to analyze the impact of GDM and supplementation with folic acid for a duration of ≥3 months on the risk of adverse perinatal outcomes.A stratified analysis of the duration of folic acid supplementation was conducted to determine whether it was a con-founding factor or influencing factor of GDM and adverse birth outcomes.Results:A total of 748 patients(98.55%)received folic acid supplementation before and during pregnancy,with a total of 743 patients(97.89%)receiving folic acid supplementation during pregnancy and 496 patients(65.35%)receiving folic acid supplementation before pregnancy.77 mothers were diagnosed with GDM,with an incidence rate of 10.14%.Compared with those who received folic acid supplementation before pregnancy for<3 months,those who re-ceived folic acid supplementation before pregnancy for ≥ 3 months were associated with an increased risk of GDM.The adjusted RR(aRR)was 1.72(95%CI 1.17-2.53).The GDM patients who received folic acid sup-plementation for≥3 months before pregnancy was associated with a reduced risk of SGA,with an aRR of 0.40(95%CI 0.18-0.89).In the subgroup of pregnant women who received folic acid supplementation for≥3 months,GDM was associated with an increased risk of cesarean section(aRR 1.36,95%CI 1.06-1.75))and macrosomia(aRR2.11,95%CI 1.06-4.20),but both aRR were lower than fixed effect RR of 1.53(95%CI 1.01-2.34)and 2.43(95%CI 12.7-4.66),respectively.and the above differences were statistically signifi-cant(P<0.01).Conclusions:Supplementing folic acid for≥3 months before pregnancy increases the risk of GDM,but reduces the risk of SGA birth in patients with GDM.Supplementing folic acid during pregnancy for≥3 months has a reducing effect on the risk of adverse perinataloutcomes of cesarean section and macrosomia in women with GDM.
5.The Relationship between the Duration of Folic Acid Supplementation,Gesta-tional Diabetes Mellitus and Adverse Perinatal Outcomes
Jinyi WANG ; Chunxing MA ; Yueyue GAO ; Yaming ZHANG ; Fengying WANG ; Xuntao LIU ; Yunchun LIU
Journal of Practical Obstetrics and Gynecology 2024;40(8):664-669
Objective:To investigate the relationship between the duration of folic acid supplementation,gesta-tional diabetes mellitus(GDM)and adverse perinatal outcomes based on generalized linear mixed model.Meth-ods:Clinical data was collected of 759 pairs of mothers and children who delivered at the First Affiliated Hospital of Hebei North University from January 2021 to December 2022.The adverse perinatal outcomes of this study in-cluded cesarean section,premature birth,macrosomia,low birth weight(LBW),large for gestational age(LGA),and small for gestational age infant(SGA).Generalized linear mixed model was used to analyze the impact of GDM and supplementation with folic acid for a duration of ≥3 months on the risk of adverse perinatal outcomes.A stratified analysis of the duration of folic acid supplementation was conducted to determine whether it was a con-founding factor or influencing factor of GDM and adverse birth outcomes.Results:A total of 748 patients(98.55%)received folic acid supplementation before and during pregnancy,with a total of 743 patients(97.89%)receiving folic acid supplementation during pregnancy and 496 patients(65.35%)receiving folic acid supplementation before pregnancy.77 mothers were diagnosed with GDM,with an incidence rate of 10.14%.Compared with those who received folic acid supplementation before pregnancy for<3 months,those who re-ceived folic acid supplementation before pregnancy for ≥ 3 months were associated with an increased risk of GDM.The adjusted RR(aRR)was 1.72(95%CI 1.17-2.53).The GDM patients who received folic acid sup-plementation for≥3 months before pregnancy was associated with a reduced risk of SGA,with an aRR of 0.40(95%CI 0.18-0.89).In the subgroup of pregnant women who received folic acid supplementation for≥3 months,GDM was associated with an increased risk of cesarean section(aRR 1.36,95%CI 1.06-1.75))and macrosomia(aRR2.11,95%CI 1.06-4.20),but both aRR were lower than fixed effect RR of 1.53(95%CI 1.01-2.34)and 2.43(95%CI 12.7-4.66),respectively.and the above differences were statistically signifi-cant(P<0.01).Conclusions:Supplementing folic acid for≥3 months before pregnancy increases the risk of GDM,but reduces the risk of SGA birth in patients with GDM.Supplementing folic acid during pregnancy for≥3 months has a reducing effect on the risk of adverse perinataloutcomes of cesarean section and macrosomia in women with GDM.
6.The Relationship between the Duration of Folic Acid Supplementation,Gesta-tional Diabetes Mellitus and Adverse Perinatal Outcomes
Jinyi WANG ; Chunxing MA ; Yueyue GAO ; Yaming ZHANG ; Fengying WANG ; Xuntao LIU ; Yunchun LIU
Journal of Practical Obstetrics and Gynecology 2024;40(8):664-669
Objective:To investigate the relationship between the duration of folic acid supplementation,gesta-tional diabetes mellitus(GDM)and adverse perinatal outcomes based on generalized linear mixed model.Meth-ods:Clinical data was collected of 759 pairs of mothers and children who delivered at the First Affiliated Hospital of Hebei North University from January 2021 to December 2022.The adverse perinatal outcomes of this study in-cluded cesarean section,premature birth,macrosomia,low birth weight(LBW),large for gestational age(LGA),and small for gestational age infant(SGA).Generalized linear mixed model was used to analyze the impact of GDM and supplementation with folic acid for a duration of ≥3 months on the risk of adverse perinatal outcomes.A stratified analysis of the duration of folic acid supplementation was conducted to determine whether it was a con-founding factor or influencing factor of GDM and adverse birth outcomes.Results:A total of 748 patients(98.55%)received folic acid supplementation before and during pregnancy,with a total of 743 patients(97.89%)receiving folic acid supplementation during pregnancy and 496 patients(65.35%)receiving folic acid supplementation before pregnancy.77 mothers were diagnosed with GDM,with an incidence rate of 10.14%.Compared with those who received folic acid supplementation before pregnancy for<3 months,those who re-ceived folic acid supplementation before pregnancy for ≥ 3 months were associated with an increased risk of GDM.The adjusted RR(aRR)was 1.72(95%CI 1.17-2.53).The GDM patients who received folic acid sup-plementation for≥3 months before pregnancy was associated with a reduced risk of SGA,with an aRR of 0.40(95%CI 0.18-0.89).In the subgroup of pregnant women who received folic acid supplementation for≥3 months,GDM was associated with an increased risk of cesarean section(aRR 1.36,95%CI 1.06-1.75))and macrosomia(aRR2.11,95%CI 1.06-4.20),but both aRR were lower than fixed effect RR of 1.53(95%CI 1.01-2.34)and 2.43(95%CI 12.7-4.66),respectively.and the above differences were statistically signifi-cant(P<0.01).Conclusions:Supplementing folic acid for≥3 months before pregnancy increases the risk of GDM,but reduces the risk of SGA birth in patients with GDM.Supplementing folic acid during pregnancy for≥3 months has a reducing effect on the risk of adverse perinataloutcomes of cesarean section and macrosomia in women with GDM.
7.The Relationship between the Duration of Folic Acid Supplementation,Gesta-tional Diabetes Mellitus and Adverse Perinatal Outcomes
Jinyi WANG ; Chunxing MA ; Yueyue GAO ; Yaming ZHANG ; Fengying WANG ; Xuntao LIU ; Yunchun LIU
Journal of Practical Obstetrics and Gynecology 2024;40(8):664-669
Objective:To investigate the relationship between the duration of folic acid supplementation,gesta-tional diabetes mellitus(GDM)and adverse perinatal outcomes based on generalized linear mixed model.Meth-ods:Clinical data was collected of 759 pairs of mothers and children who delivered at the First Affiliated Hospital of Hebei North University from January 2021 to December 2022.The adverse perinatal outcomes of this study in-cluded cesarean section,premature birth,macrosomia,low birth weight(LBW),large for gestational age(LGA),and small for gestational age infant(SGA).Generalized linear mixed model was used to analyze the impact of GDM and supplementation with folic acid for a duration of ≥3 months on the risk of adverse perinatal outcomes.A stratified analysis of the duration of folic acid supplementation was conducted to determine whether it was a con-founding factor or influencing factor of GDM and adverse birth outcomes.Results:A total of 748 patients(98.55%)received folic acid supplementation before and during pregnancy,with a total of 743 patients(97.89%)receiving folic acid supplementation during pregnancy and 496 patients(65.35%)receiving folic acid supplementation before pregnancy.77 mothers were diagnosed with GDM,with an incidence rate of 10.14%.Compared with those who received folic acid supplementation before pregnancy for<3 months,those who re-ceived folic acid supplementation before pregnancy for ≥ 3 months were associated with an increased risk of GDM.The adjusted RR(aRR)was 1.72(95%CI 1.17-2.53).The GDM patients who received folic acid sup-plementation for≥3 months before pregnancy was associated with a reduced risk of SGA,with an aRR of 0.40(95%CI 0.18-0.89).In the subgroup of pregnant women who received folic acid supplementation for≥3 months,GDM was associated with an increased risk of cesarean section(aRR 1.36,95%CI 1.06-1.75))and macrosomia(aRR2.11,95%CI 1.06-4.20),but both aRR were lower than fixed effect RR of 1.53(95%CI 1.01-2.34)and 2.43(95%CI 12.7-4.66),respectively.and the above differences were statistically signifi-cant(P<0.01).Conclusions:Supplementing folic acid for≥3 months before pregnancy increases the risk of GDM,but reduces the risk of SGA birth in patients with GDM.Supplementing folic acid during pregnancy for≥3 months has a reducing effect on the risk of adverse perinataloutcomes of cesarean section and macrosomia in women with GDM.
8.The Relationship between the Duration of Folic Acid Supplementation,Gesta-tional Diabetes Mellitus and Adverse Perinatal Outcomes
Jinyi WANG ; Chunxing MA ; Yueyue GAO ; Yaming ZHANG ; Fengying WANG ; Xuntao LIU ; Yunchun LIU
Journal of Practical Obstetrics and Gynecology 2024;40(8):664-669
Objective:To investigate the relationship between the duration of folic acid supplementation,gesta-tional diabetes mellitus(GDM)and adverse perinatal outcomes based on generalized linear mixed model.Meth-ods:Clinical data was collected of 759 pairs of mothers and children who delivered at the First Affiliated Hospital of Hebei North University from January 2021 to December 2022.The adverse perinatal outcomes of this study in-cluded cesarean section,premature birth,macrosomia,low birth weight(LBW),large for gestational age(LGA),and small for gestational age infant(SGA).Generalized linear mixed model was used to analyze the impact of GDM and supplementation with folic acid for a duration of ≥3 months on the risk of adverse perinatal outcomes.A stratified analysis of the duration of folic acid supplementation was conducted to determine whether it was a con-founding factor or influencing factor of GDM and adverse birth outcomes.Results:A total of 748 patients(98.55%)received folic acid supplementation before and during pregnancy,with a total of 743 patients(97.89%)receiving folic acid supplementation during pregnancy and 496 patients(65.35%)receiving folic acid supplementation before pregnancy.77 mothers were diagnosed with GDM,with an incidence rate of 10.14%.Compared with those who received folic acid supplementation before pregnancy for<3 months,those who re-ceived folic acid supplementation before pregnancy for ≥ 3 months were associated with an increased risk of GDM.The adjusted RR(aRR)was 1.72(95%CI 1.17-2.53).The GDM patients who received folic acid sup-plementation for≥3 months before pregnancy was associated with a reduced risk of SGA,with an aRR of 0.40(95%CI 0.18-0.89).In the subgroup of pregnant women who received folic acid supplementation for≥3 months,GDM was associated with an increased risk of cesarean section(aRR 1.36,95%CI 1.06-1.75))and macrosomia(aRR2.11,95%CI 1.06-4.20),but both aRR were lower than fixed effect RR of 1.53(95%CI 1.01-2.34)and 2.43(95%CI 12.7-4.66),respectively.and the above differences were statistically signifi-cant(P<0.01).Conclusions:Supplementing folic acid for≥3 months before pregnancy increases the risk of GDM,but reduces the risk of SGA birth in patients with GDM.Supplementing folic acid during pregnancy for≥3 months has a reducing effect on the risk of adverse perinataloutcomes of cesarean section and macrosomia in women with GDM.
9.The Relationship between the Duration of Folic Acid Supplementation,Gesta-tional Diabetes Mellitus and Adverse Perinatal Outcomes
Jinyi WANG ; Chunxing MA ; Yueyue GAO ; Yaming ZHANG ; Fengying WANG ; Xuntao LIU ; Yunchun LIU
Journal of Practical Obstetrics and Gynecology 2024;40(8):664-669
Objective:To investigate the relationship between the duration of folic acid supplementation,gesta-tional diabetes mellitus(GDM)and adverse perinatal outcomes based on generalized linear mixed model.Meth-ods:Clinical data was collected of 759 pairs of mothers and children who delivered at the First Affiliated Hospital of Hebei North University from January 2021 to December 2022.The adverse perinatal outcomes of this study in-cluded cesarean section,premature birth,macrosomia,low birth weight(LBW),large for gestational age(LGA),and small for gestational age infant(SGA).Generalized linear mixed model was used to analyze the impact of GDM and supplementation with folic acid for a duration of ≥3 months on the risk of adverse perinatal outcomes.A stratified analysis of the duration of folic acid supplementation was conducted to determine whether it was a con-founding factor or influencing factor of GDM and adverse birth outcomes.Results:A total of 748 patients(98.55%)received folic acid supplementation before and during pregnancy,with a total of 743 patients(97.89%)receiving folic acid supplementation during pregnancy and 496 patients(65.35%)receiving folic acid supplementation before pregnancy.77 mothers were diagnosed with GDM,with an incidence rate of 10.14%.Compared with those who received folic acid supplementation before pregnancy for<3 months,those who re-ceived folic acid supplementation before pregnancy for ≥ 3 months were associated with an increased risk of GDM.The adjusted RR(aRR)was 1.72(95%CI 1.17-2.53).The GDM patients who received folic acid sup-plementation for≥3 months before pregnancy was associated with a reduced risk of SGA,with an aRR of 0.40(95%CI 0.18-0.89).In the subgroup of pregnant women who received folic acid supplementation for≥3 months,GDM was associated with an increased risk of cesarean section(aRR 1.36,95%CI 1.06-1.75))and macrosomia(aRR2.11,95%CI 1.06-4.20),but both aRR were lower than fixed effect RR of 1.53(95%CI 1.01-2.34)and 2.43(95%CI 12.7-4.66),respectively.and the above differences were statistically signifi-cant(P<0.01).Conclusions:Supplementing folic acid for≥3 months before pregnancy increases the risk of GDM,but reduces the risk of SGA birth in patients with GDM.Supplementing folic acid during pregnancy for≥3 months has a reducing effect on the risk of adverse perinataloutcomes of cesarean section and macrosomia in women with GDM.
10.The Relationship between the Duration of Folic Acid Supplementation,Gesta-tional Diabetes Mellitus and Adverse Perinatal Outcomes
Jinyi WANG ; Chunxing MA ; Yueyue GAO ; Yaming ZHANG ; Fengying WANG ; Xuntao LIU ; Yunchun LIU
Journal of Practical Obstetrics and Gynecology 2024;40(8):664-669
Objective:To investigate the relationship between the duration of folic acid supplementation,gesta-tional diabetes mellitus(GDM)and adverse perinatal outcomes based on generalized linear mixed model.Meth-ods:Clinical data was collected of 759 pairs of mothers and children who delivered at the First Affiliated Hospital of Hebei North University from January 2021 to December 2022.The adverse perinatal outcomes of this study in-cluded cesarean section,premature birth,macrosomia,low birth weight(LBW),large for gestational age(LGA),and small for gestational age infant(SGA).Generalized linear mixed model was used to analyze the impact of GDM and supplementation with folic acid for a duration of ≥3 months on the risk of adverse perinatal outcomes.A stratified analysis of the duration of folic acid supplementation was conducted to determine whether it was a con-founding factor or influencing factor of GDM and adverse birth outcomes.Results:A total of 748 patients(98.55%)received folic acid supplementation before and during pregnancy,with a total of 743 patients(97.89%)receiving folic acid supplementation during pregnancy and 496 patients(65.35%)receiving folic acid supplementation before pregnancy.77 mothers were diagnosed with GDM,with an incidence rate of 10.14%.Compared with those who received folic acid supplementation before pregnancy for<3 months,those who re-ceived folic acid supplementation before pregnancy for ≥ 3 months were associated with an increased risk of GDM.The adjusted RR(aRR)was 1.72(95%CI 1.17-2.53).The GDM patients who received folic acid sup-plementation for≥3 months before pregnancy was associated with a reduced risk of SGA,with an aRR of 0.40(95%CI 0.18-0.89).In the subgroup of pregnant women who received folic acid supplementation for≥3 months,GDM was associated with an increased risk of cesarean section(aRR 1.36,95%CI 1.06-1.75))and macrosomia(aRR2.11,95%CI 1.06-4.20),but both aRR were lower than fixed effect RR of 1.53(95%CI 1.01-2.34)and 2.43(95%CI 12.7-4.66),respectively.and the above differences were statistically signifi-cant(P<0.01).Conclusions:Supplementing folic acid for≥3 months before pregnancy increases the risk of GDM,but reduces the risk of SGA birth in patients with GDM.Supplementing folic acid during pregnancy for≥3 months has a reducing effect on the risk of adverse perinataloutcomes of cesarean section and macrosomia in women with GDM.

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