Application of machine learning algorithm for predicting gestational diabetes mellitus in early pregnancy†
By:
References
- Obstetrics Subgroup, Chinese Society of Obstetrics and Gynecology, Chinese Medical Association, Group of Pregnancy with Diabetes Mellitus, Chinese Society of Perinatal Medicine, Chinese Medical Association. Diagnosis and therapy guideline of pregnancy with diabetes mellitus. Chin J Obstet Gynecol. 2014;49:561–569 (in Chinese).
- Moon JH, Kwak SH, Jang HC. Prevention of type 2 diabetes mellitus in women with previous gestational diabetes mellitus. Korean J Intern Med. 2017;32:26–41.
- Avagliano L, Massa V, Terraneo L, et al. Gestational diabetes affects fetal autophagy. Placenta. 2017;55:90–93.
- Eades CE, Cameron DM, Evans JMM. Prevalence of gestational diabetes mellitus in Europe: A meta-analysis. Diabetes Res Clin Pract. 2017;129:173–181.
- Wu JF, Wu SQ, Liu Z, Xu H, Zhang L. Influence of new diagnostic criteria for gestational diabetes mellitus on the outcome of perinatal infants. J Pub Health Prev Med. 2015;26:121–124 (in Chinese).
- Farrar D, Simmonds M, Griffin S, et al. The identification and treatment of women with hyperglycaemia in pregnancy: an analysis of individual participant data, systematic reviews, meta-analyses and an economic evaluation. Health Technol Assess. 2016;20:1–348.
- Wilson ML. Prediabetes: beyond the Borderline. Nurs Clin North Am. 2017;52:665–677.
- Zand A, Ibrahim K, Patham B. Prediabetes: Why should we care?. Methodist Debakey Cardiovasc J. 2018;14:289–297.
- Booth GL, Luo J, Park AL, et al. Influence of environmental temperature on risk of gestational diabetes. CMAJ. 2017;189:E682–E689.
- Xu X, Zhu XW, Jiang YM, et al. Study on the incidence and risk factors of gestational diabetes in 2748 hospitalized pregnant women. Acta Universitatis Medicinalis Nanjing (Natural Science). 2015;35:695–698 (in Chinese).
- Sahu L, Satyakala R, Rani R. Comparison of the American Diabetes Association and World Health Organization criteria for gestational diabetes mellitus and the outcomes of pregnancy. Obstet Med. 2009;2:149–153.
- National Collaborating Centre for Women's and Children's Health. Diabetes in pregnancy: management of diabetes and its complications from preconception to the postnatal period. https://www.nice.org.uk/guidance/ng3. Accessed September7, 2019.
- Esmaily H, Tayefi M, Doosti H, et al. A comparison between decision tree and random forest in determining the risk factors associated with type 2 diabetes. J Res Health Sci. 2018;18:e00412.
- DuBrava S, Mardekian J, Sadosky A, et al. Using random forest models to identify correlates of a diabetic peripheral neuropathy diagnosis from Electronic Health Record Data. Pain Med. 2017;18:107–115.
- Ting DSW, Cheung CY, Lim G, et al. Development and validation of a deep learning system for diabetic retinopathy and related eye diseases using retinal images from multiethnic populations with diabetes. JAMA. 2017;318:2211–2223.
- Wu BH, Huang HY, Yao Q, Deng R, Li H, Liang T. The Application of Big Data and Artificial Intelligence Methods in Prediction of GDM. Chin J Health Inf Manag. 2017;14:832–837 (in Chinese).
- McGowan CA, Curran S, McAuliffe FM. Relative validity of a food frequency questionnaire to assess nutrient intake in pregnant women. J Hum Nutr Diet. 2014;27 Suppl 2:167–174.
- Li Q. Effects of cognitive viewpoint, dietary habits and physical activity on blood glucose in pregnant women in Guangdong: Southern Medical University; 2013 (in Chinese).
- Ogawa K, Jwa SC, Kobayashi M, Morisaki N, Sago H, Fujiwara T. Validation of a food frequency questionnaire for Japanese pregnant women with and without nausea and vomiting in early pregnancy. J Epidemiol. 2017;27:201–208.
- Rigatti SJ. Random forest. J InsurMed (New York, NY). 2017;47:31–39.
- Feng R, Shao H, Zhu H, Xie J. Meta analysis of risk factors for gestational diabetes mellitus. Matern Child Health Care China. 2014;29:2824–2827.
- Sorbye LM, Skjaerven R, Klungsoyr K, Morken NH. Gestational diabetes mellitus and interpregnancy weight change: a population-based cohort study. PLoS Med. 2017;14:e1002367.
- Moore Simas TA, Waring ME, Callaghan K, et al. Weight gain in early pregnancy and risk of gestational diabetes mellitus among Latinas. Diabetes Metab. 2019;45:26–31.
- Collier A, Abraham EC, Armstrong J, Godwin J, Monteath K, Lindsay R. Reported prevalence of gestational diabetes in Scotland: the relationship with obesity, age, socioeconomic status, smoking and macrosomia, and how many are we missing? J Diabetes Investig. 2017;8:161–167.
- Wang S, Yang HX. Analysis of the effect of risk factors at gestational diabetes mellitus. Chin J Obstet Gynecol. 2014;49:321–324 (in Chinese).
- Zhang X. Analysis of the factors influencing the incidence of gestational diabetes mellitus and adverse pregnancy outcome Qinhuangdao: North China University of Science and Technology; 2016 (in Chinese).
- Bao W, Tobias DK, Olsen SF, Zhang C. Pre-pregnancy fried food consumption and the risk of gestational diabetes mellitus: a prospective cohort study. Diabetologia. 2014;57:2485–2491.
- Meng LP, Xiao LF, Geng LR, Wang CP. High risk scoring for prediction of gestational diabetes mellitus. J Nurs Sci. 2015;30:7–10 (in Chinese).
- McIntyre HD, Catalano P, Zhang C, Desoye G, Mathiesen ER, Damn P. Gestational diabetes mellitus. Nat Rev Dis Primers. 2019;5:47.
- Han Q, Shao P, Leng J, et al. Interactions between general and central obesity in predicting gestational diabetes mellitus in Chinese pregnant women: a prospective population-based study in Tianjin, China. J Diabetes. 2018;10:59–67.
- Bolognani CV, Reis LBSM, de Souza SS, Dias A, Rudge MVC, Calderon IMP. Waist circumference in predicting gestational diabetes mellitus. J Matern Fetal Neonatal Med. 2014;27:943–948.
- ACOG Practice Bulletin No. 190: Gestational Diabetes Mellitus. Obstet Gynecol. 2018;131: e49–e64.
Language: English
Page range: 209 - 221
Submitted on: Nov 24, 2020
Accepted on: Jan 11, 2021
Published on: Sep 21, 2021
Published by: Shanxi Medical Periodical Press
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year
Keywords:
Related subjects:
© 2021 Li-Li Wei, Yue-Shuai Pan, Yan Zhang, Kai Chen, Hao-Yu Wang, Jing-Yuan Wang, published by Shanxi Medical Periodical Press
This work is licensed under the Creative Commons Attribution 4.0 License.