Predicting Unfavorable Pregnancy Outcomes in Polycystic Ovary Syndrome (PCOS) Patients Using Machine Learning Algorithms
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作者:
Mogos, Raluca
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机构:
Grigore T Popa Univ Med & Pharm, Dept Mother & Child Care, Iasi 700115, RomaniaGrigore T Popa Univ Med & Pharm, Dept Mother & Child Care, Iasi 700115, Romania
Mogos, Raluca
[1
]
Gheorghe, Liliana
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Grigore T Popa Univ Med & Pharm, Fac Med, Surg Dept, Iasi 700115, RomaniaGrigore T Popa Univ Med & Pharm, Dept Mother & Child Care, Iasi 700115, Romania
Gheorghe, Liliana
[2
]
Carauleanu, Alexandru
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机构:
Grigore T Popa Univ Med & Pharm, Dept Mother & Child Care, Iasi 700115, RomaniaGrigore T Popa Univ Med & Pharm, Dept Mother & Child Care, Iasi 700115, Romania
Carauleanu, Alexandru
[1
]
Vasilache, Ingrid-Andrada
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机构:
Grigore T Popa Univ Med & Pharm, Dept Mother & Child Care, Iasi 700115, RomaniaGrigore T Popa Univ Med & Pharm, Dept Mother & Child Care, Iasi 700115, Romania
Vasilache, Ingrid-Andrada
[1
]
Munteanu, Iulian-Valentin
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Univ Galatzi, Fac Med & Pharm, Clin & Surg Dept, Galati 800216, RomaniaGrigore T Popa Univ Med & Pharm, Dept Mother & Child Care, Iasi 700115, Romania
Munteanu, Iulian-Valentin
[3
]
Mogos, Simona
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机构:
Grigore T Popa Univ Med & Pharm, Endocrinol Dept, Iasi 700115, RomaniaGrigore T Popa Univ Med & Pharm, Dept Mother & Child Care, Iasi 700115, Romania
Mogos, Simona
[4
]
Solomon-Condriuc, Iustina
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Grigore T Popa Univ Med & Pharm, Dept Mother & Child Care, Iasi 700115, RomaniaGrigore T Popa Univ Med & Pharm, Dept Mother & Child Care, Iasi 700115, Romania
Solomon-Condriuc, Iustina
[1
]
Baean, Luiza-Maria
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机构:
Grigore T Popa Univ Med & Pharm, Fac Med, Surg Dept, Iasi 700115, RomaniaGrigore T Popa Univ Med & Pharm, Dept Mother & Child Care, Iasi 700115, Romania
Baean, Luiza-Maria
[2
]
Socolov, Demetra
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机构:
Grigore T Popa Univ Med & Pharm, Dept Mother & Child Care, Iasi 700115, RomaniaGrigore T Popa Univ Med & Pharm, Dept Mother & Child Care, Iasi 700115, Romania
Socolov, Demetra
[1
]
Adam, Ana-Maria
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机构:
Univ Galatzi, Fac Med & Pharm, Clin & Surg Dept, Galati 800216, RomaniaGrigore T Popa Univ Med & Pharm, Dept Mother & Child Care, Iasi 700115, Romania
Adam, Ana-Maria
[3
]
Preda, Cristina
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机构:
Grigore T Popa Univ Med & Pharm, Endocrinol Dept, Iasi 700115, RomaniaGrigore T Popa Univ Med & Pharm, Dept Mother & Child Care, Iasi 700115, Romania
Preda, Cristina
[4
]
机构:
[1] Grigore T Popa Univ Med & Pharm, Dept Mother & Child Care, Iasi 700115, Romania
[2] Grigore T Popa Univ Med & Pharm, Fac Med, Surg Dept, Iasi 700115, Romania
[3] Univ Galatzi, Fac Med & Pharm, Clin & Surg Dept, Galati 800216, Romania
[4] Grigore T Popa Univ Med & Pharm, Endocrinol Dept, Iasi 700115, Romania
Background and Objectives: Polycystic ovary syndrome (PCOS) is a complex disorder that can negatively impact the obstetrical outcomes. The aim of this study was to determine the predictive performance of four machine learning (ML)-based algorithms for the prediction of adverse pregnancy outcomes in pregnant patients diagnosed with PCOS. Materials and Methods: A total of 174 patients equally divided into 2 groups depending on the PCOS diagnosis were included in this prospective study. We used the Mantel-Haenszel test to evaluate the risk of adverse pregnancy outcomes for the PCOS patients and reported the results as a crude and adjusted odds ratio (OR) with a 95% confidence interval (CI). A generalized linear model was used to identify the predictors of adverse pregnancy outcomes in PCOS patients, quantifying their impact as risk ratios (RR) with 95% CIs. Significant predictors were included in four machine learning-based algorithms and a sensitivity analysis was employed to quantify their performance. Results: Our crude estimates suggested that PCOS patients had a higher risk of developing gestational diabetes and had a higher chance of giving birth prematurely or through cesarean section in comparison to patients without PCOS. When adjusting for confounders, only the odds of delivery via cesarean section remained significantly higher for PCOS patients. Obesity was outlined as a significant predictor for gestational diabetes and fetal macrosomia, while a personal history of diabetes demonstrated a significant impact on the occurrence of all evaluated outcomes. Random forest (RF) performed the best when used to predict the occurrence of gestational diabetes (area under the curve, AUC value: 0.782), fetal macrosomia (AUC value: 0.897), and preterm birth (AUC value: 0.901) in PCOS patients. Conclusions: Complex ML algorithms could be used to predict adverse obstetrical outcomes in PCOS patients, but larger datasets should be analyzed for their validation.
机构:
Nanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R China
Lanzhou Univ, Sch Clin Med 1, Lanzhou, Gansu, Peoples R ChinaNanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R China
He, Juanjuan
Liu, Ahui
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Clin Med 1, Lanzhou, Gansu, Peoples R China
Lanzhou Univ, Hosp 1, Lanzhou, Gansu, Peoples R ChinaNanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R China
Liu, Ahui
Shen, Haofei
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Hosp 1, Lanzhou, Gansu, Peoples R ChinaNanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R China
Shen, Haofei
Jiang, Yanbiao
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Clin Med 1, Lanzhou, Gansu, Peoples R China
Lanzhou Univ, Hosp 1, Lanzhou, Gansu, Peoples R ChinaNanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R China
Jiang, Yanbiao
Gao, Min
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Clin Med 1, Lanzhou, Gansu, Peoples R China
Lanzhou Univ, Hosp 1, Lanzhou, Gansu, Peoples R ChinaNanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R China
Gao, Min
Yu, Liulin
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Hosp 1, Lanzhou, Gansu, Peoples R ChinaNanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R China
Yu, Liulin
Du, Wenjing
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Hosp 1, Lanzhou, Gansu, Peoples R ChinaNanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R China
Du, Wenjing
Zhang, Xuehong
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Clin Med 1, Lanzhou, Gansu, Peoples R China
Lanzhou Univ, Hosp 1, Lanzhou, Gansu, Peoples R ChinaNanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R China
Zhang, Xuehong
Fu, Fen
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机构:
Nanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R ChinaNanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R China
机构:
Department of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, TaiyuanDepartment of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, Taiyuan
Zhang, Wenjing
Wu, Yalin
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h-index: 0
机构:
Department of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, TaiyuanDepartment of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, Taiyuan
Wu, Yalin
Yuan, Yalin
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h-index: 0
机构:
Department of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, TaiyuanDepartment of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, Taiyuan
Yuan, Yalin
Wang, Leigang
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Department of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, TaiyuanDepartment of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, Taiyuan
Wang, Leigang
Yu, Bing
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Department of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, TaiyuanDepartment of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, Taiyuan
Yu, Bing
Li, Xin
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h-index: 0
机构:
Department of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, TaiyuanDepartment of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, Taiyuan
Li, Xin
Yao, Zhong
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h-index: 0
机构:
Department of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, TaiyuanDepartment of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, Taiyuan
Yao, Zhong
Liang, Bin
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h-index: 0
机构:
Department of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, TaiyuanDepartment of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, Taiyuan
机构:
Univ Arizona, Mel & Enid Zuckerman Coll Publ Hlth, Dept Epidemiol & Biostat, 1295 N Martin Ave, Tucson, AZ 85724 USA
Univ Arizona, Coll Med Tucson, Dept Obstet & Gynecol, Tucson, AZ 85724 USAUniv Arizona, Mel & Enid Zuckerman Coll Publ Hlth, Dept Epidemiol & Biostat, 1295 N Martin Ave, Tucson, AZ 85724 USA
Farland, Leslie, V
Stern, Judy E.
论文数: 0引用数: 0
h-index: 0
机构:
Dartmouth Hitchcock, Dept Obstet & Gynecol, Lebanon, NH USAUniv Arizona, Mel & Enid Zuckerman Coll Publ Hlth, Dept Epidemiol & Biostat, 1295 N Martin Ave, Tucson, AZ 85724 USA
Stern, Judy E.
Liu, Chia-Ling
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Dept Publ Hlth, Bur Family Hlth & Nutr, Boston, MA USAUniv Arizona, Mel & Enid Zuckerman Coll Publ Hlth, Dept Epidemiol & Biostat, 1295 N Martin Ave, Tucson, AZ 85724 USA
Liu, Chia-Ling
Cabral, Howard J.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Publ Hlth, Dept Biostat, Boston, MA USAUniv Arizona, Mel & Enid Zuckerman Coll Publ Hlth, Dept Epidemiol & Biostat, 1295 N Martin Ave, Tucson, AZ 85724 USA
Cabral, Howard J.
Coddington, Charles C., III
论文数: 0引用数: 0
h-index: 0
机构:
Carolinas Med Ctr Atrium Hlth, Dept Obstet & Gynecol, Charlotte, NC USAUniv Arizona, Mel & Enid Zuckerman Coll Publ Hlth, Dept Epidemiol & Biostat, 1295 N Martin Ave, Tucson, AZ 85724 USA
Coddington, Charles C., III
Diop, Hafsatou
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Dept Publ Hlth, Bur Family Hlth & Nutr, Boston, MA USAUniv Arizona, Mel & Enid Zuckerman Coll Publ Hlth, Dept Epidemiol & Biostat, 1295 N Martin Ave, Tucson, AZ 85724 USA
Diop, Hafsatou
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Dukhovny, Dmitry
Hwang, Sunah
论文数: 0引用数: 0
h-index: 0
机构:
Univ Colorado, Sch Med, Dept Pediat, Sect Neonatol, Aurora, CO USAUniv Arizona, Mel & Enid Zuckerman Coll Publ Hlth, Dept Epidemiol & Biostat, 1295 N Martin Ave, Tucson, AZ 85724 USA
Hwang, Sunah
Missmer, Stacey A.
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h-index: 0
机构:
Michigan State Univ, Coll Human Med, Dept Obstet Gynecol & Reprod Biol, Grand Rapids, MI USA
Harvard TH Chan Sch Publ Hlth, Dept Epidemiol, Boston, MA USAUniv Arizona, Mel & Enid Zuckerman Coll Publ Hlth, Dept Epidemiol & Biostat, 1295 N Martin Ave, Tucson, AZ 85724 USA
机构:
Univ Indonesia, Fac Med, Dept Reprod Endocrinol Obstet & Gynecol, Jakarta, IndonesiaUniv Indonesia, Fac Med, Dept Reprod Endocrinol Obstet & Gynecol, Jakarta, Indonesia
机构:
Hosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, SpainHosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, Spain
Benito, Estela
Gomez-Martin, Jesus M.
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Hosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, SpainHosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, Spain
Gomez-Martin, Jesus M.
Vega-Pinero, Belen
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Hosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, SpainHosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, Spain
Vega-Pinero, Belen
Priego, Pablo
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Hosp Univ Ramon y Cajal, Dept Gen & Digest Surg, Madrid 28034, SpainHosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, Spain
Priego, Pablo
Galindo, Julio
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机构:
Hosp Univ Ramon y Cajal, Dept Gen & Digest Surg, Madrid 28034, Spain
Univ Alcala, Madrid 28801, SpainHosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, Spain
Galindo, Julio
Escobar-Morreale, Hector F.
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Hosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, Spain
Ctr Invest Biomed Red Diabet & Enfermedades Metab, Madrid 28034, Spain
Inst Ramon y Cajal Invest Sanitaria IRyCIS, Madrid 28034, Spain
Univ Alcala, Madrid 28801, SpainHosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, Spain
Escobar-Morreale, Hector F.
Botella-Carretero, Jose, I
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Hosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, Spain
Ctr Invest Biomed Red Fisiopatol Obesidad & Nutr, Madrid 28034, Spain
IRyCIS, Madrid 28034, Spain
Univ Alcala, Madrid 28801, SpainHosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, Spain
机构:
Second Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R ChinaSecond Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R China
Luo, Zhuoye
Wang, Lili
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Second Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R ChinaSecond Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R China
Wang, Lili
Wang, Yizhuo
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Second Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R ChinaSecond Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R China
Wang, Yizhuo
Fan, Yanli
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h-index: 0
机构:
Second Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R ChinaSecond Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R China
Fan, Yanli
Jiang, Lei
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h-index: 0
机构:
Second Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R ChinaSecond Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R China
Jiang, Lei
Xu, Xin
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h-index: 0
机构:
Second Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R ChinaSecond Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R China
Xu, Xin
Du, Yuanjie
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h-index: 0
机构:
Second Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R ChinaSecond Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R China
Du, Yuanjie
Hao, Guimin
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h-index: 0
机构:
Second Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R ChinaSecond Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R China
机构:
Nanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R China
Lanzhou Univ, Sch Clin Med 1, Lanzhou, Gansu, Peoples R ChinaNanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R China
He, Juanjuan
Liu, Ahui
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Clin Med 1, Lanzhou, Gansu, Peoples R China
Lanzhou Univ, Hosp 1, Lanzhou, Gansu, Peoples R ChinaNanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R China
Liu, Ahui
Shen, Haofei
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Hosp 1, Lanzhou, Gansu, Peoples R ChinaNanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R China
Shen, Haofei
Jiang, Yanbiao
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Clin Med 1, Lanzhou, Gansu, Peoples R China
Lanzhou Univ, Hosp 1, Lanzhou, Gansu, Peoples R ChinaNanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R China
Jiang, Yanbiao
Gao, Min
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Clin Med 1, Lanzhou, Gansu, Peoples R China
Lanzhou Univ, Hosp 1, Lanzhou, Gansu, Peoples R ChinaNanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R China
Gao, Min
Yu, Liulin
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Hosp 1, Lanzhou, Gansu, Peoples R ChinaNanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R China
Yu, Liulin
Du, Wenjing
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Hosp 1, Lanzhou, Gansu, Peoples R ChinaNanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R China
Du, Wenjing
Zhang, Xuehong
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Sch Clin Med 1, Lanzhou, Gansu, Peoples R China
Lanzhou Univ, Hosp 1, Lanzhou, Gansu, Peoples R ChinaNanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R China
Zhang, Xuehong
Fu, Fen
论文数: 0引用数: 0
h-index: 0
机构:
Nanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R ChinaNanchang Univ, Affiliated Hosp 2, Jiangxi Med Coll, Nanchang, Jiangxi, Peoples R China
机构:
Department of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, TaiyuanDepartment of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, Taiyuan
Zhang, Wenjing
Wu, Yalin
论文数: 0引用数: 0
h-index: 0
机构:
Department of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, TaiyuanDepartment of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, Taiyuan
Wu, Yalin
Yuan, Yalin
论文数: 0引用数: 0
h-index: 0
机构:
Department of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, TaiyuanDepartment of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, Taiyuan
Yuan, Yalin
Wang, Leigang
论文数: 0引用数: 0
h-index: 0
机构:
Department of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, TaiyuanDepartment of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, Taiyuan
Wang, Leigang
Yu, Bing
论文数: 0引用数: 0
h-index: 0
机构:
Department of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, TaiyuanDepartment of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, Taiyuan
Yu, Bing
Li, Xin
论文数: 0引用数: 0
h-index: 0
机构:
Department of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, TaiyuanDepartment of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, Taiyuan
Li, Xin
Yao, Zhong
论文数: 0引用数: 0
h-index: 0
机构:
Department of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, TaiyuanDepartment of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, Taiyuan
Yao, Zhong
Liang, Bin
论文数: 0引用数: 0
h-index: 0
机构:
Department of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, TaiyuanDepartment of Cardiology, Second Hospital of Shanxi Medical University, Shanxi, Taiyuan
机构:
Univ Arizona, Mel & Enid Zuckerman Coll Publ Hlth, Dept Epidemiol & Biostat, 1295 N Martin Ave, Tucson, AZ 85724 USA
Univ Arizona, Coll Med Tucson, Dept Obstet & Gynecol, Tucson, AZ 85724 USAUniv Arizona, Mel & Enid Zuckerman Coll Publ Hlth, Dept Epidemiol & Biostat, 1295 N Martin Ave, Tucson, AZ 85724 USA
Farland, Leslie, V
Stern, Judy E.
论文数: 0引用数: 0
h-index: 0
机构:
Dartmouth Hitchcock, Dept Obstet & Gynecol, Lebanon, NH USAUniv Arizona, Mel & Enid Zuckerman Coll Publ Hlth, Dept Epidemiol & Biostat, 1295 N Martin Ave, Tucson, AZ 85724 USA
Stern, Judy E.
Liu, Chia-Ling
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Dept Publ Hlth, Bur Family Hlth & Nutr, Boston, MA USAUniv Arizona, Mel & Enid Zuckerman Coll Publ Hlth, Dept Epidemiol & Biostat, 1295 N Martin Ave, Tucson, AZ 85724 USA
Liu, Chia-Ling
Cabral, Howard J.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Sch Publ Hlth, Dept Biostat, Boston, MA USAUniv Arizona, Mel & Enid Zuckerman Coll Publ Hlth, Dept Epidemiol & Biostat, 1295 N Martin Ave, Tucson, AZ 85724 USA
Cabral, Howard J.
Coddington, Charles C., III
论文数: 0引用数: 0
h-index: 0
机构:
Carolinas Med Ctr Atrium Hlth, Dept Obstet & Gynecol, Charlotte, NC USAUniv Arizona, Mel & Enid Zuckerman Coll Publ Hlth, Dept Epidemiol & Biostat, 1295 N Martin Ave, Tucson, AZ 85724 USA
Coddington, Charles C., III
Diop, Hafsatou
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Dept Publ Hlth, Bur Family Hlth & Nutr, Boston, MA USAUniv Arizona, Mel & Enid Zuckerman Coll Publ Hlth, Dept Epidemiol & Biostat, 1295 N Martin Ave, Tucson, AZ 85724 USA
Diop, Hafsatou
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机构:
Dukhovny, Dmitry
Hwang, Sunah
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Univ Colorado, Sch Med, Dept Pediat, Sect Neonatol, Aurora, CO USAUniv Arizona, Mel & Enid Zuckerman Coll Publ Hlth, Dept Epidemiol & Biostat, 1295 N Martin Ave, Tucson, AZ 85724 USA
Hwang, Sunah
Missmer, Stacey A.
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Michigan State Univ, Coll Human Med, Dept Obstet Gynecol & Reprod Biol, Grand Rapids, MI USA
Harvard TH Chan Sch Publ Hlth, Dept Epidemiol, Boston, MA USAUniv Arizona, Mel & Enid Zuckerman Coll Publ Hlth, Dept Epidemiol & Biostat, 1295 N Martin Ave, Tucson, AZ 85724 USA
机构:
Univ Indonesia, Fac Med, Dept Reprod Endocrinol Obstet & Gynecol, Jakarta, IndonesiaUniv Indonesia, Fac Med, Dept Reprod Endocrinol Obstet & Gynecol, Jakarta, Indonesia
机构:
Hosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, SpainHosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, Spain
Benito, Estela
Gomez-Martin, Jesus M.
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Hosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, SpainHosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, Spain
Gomez-Martin, Jesus M.
Vega-Pinero, Belen
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Hosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, SpainHosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, Spain
Vega-Pinero, Belen
Priego, Pablo
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Hosp Univ Ramon y Cajal, Dept Gen & Digest Surg, Madrid 28034, SpainHosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, Spain
Priego, Pablo
Galindo, Julio
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Hosp Univ Ramon y Cajal, Dept Gen & Digest Surg, Madrid 28034, Spain
Univ Alcala, Madrid 28801, SpainHosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, Spain
Galindo, Julio
Escobar-Morreale, Hector F.
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Hosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, Spain
Ctr Invest Biomed Red Diabet & Enfermedades Metab, Madrid 28034, Spain
Inst Ramon y Cajal Invest Sanitaria IRyCIS, Madrid 28034, Spain
Univ Alcala, Madrid 28801, SpainHosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, Spain
Escobar-Morreale, Hector F.
Botella-Carretero, Jose, I
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Hosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, Spain
Ctr Invest Biomed Red Fisiopatol Obesidad & Nutr, Madrid 28034, Spain
IRyCIS, Madrid 28034, Spain
Univ Alcala, Madrid 28801, SpainHosp Univ Ramon y Cajal, Dept Endocrinol & Nutr, Carretera Colmenar Km 9-1, Madrid 28034, Spain
机构:
Second Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R ChinaSecond Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R China
Luo, Zhuoye
Wang, Lili
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Second Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R ChinaSecond Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R China
Wang, Lili
Wang, Yizhuo
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Second Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R ChinaSecond Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R China
Wang, Yizhuo
Fan, Yanli
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Second Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R ChinaSecond Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R China
Fan, Yanli
Jiang, Lei
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Second Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R ChinaSecond Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R China
Jiang, Lei
Xu, Xin
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Second Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R ChinaSecond Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R China
Xu, Xin
Du, Yuanjie
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Second Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R ChinaSecond Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R China
Du, Yuanjie
Hao, Guimin
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Second Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R ChinaSecond Hosp Hebei Med Univ, Hebei Clin Res Ctr Birth Defects, Dept Reprod Med, Shijiazhuang 050000, Peoples R China