Methods for modeling gestational weight gain: empirical application using electronic health record data from a safety net population | BMC Pregnancy and Childbirth

Methods for modeling gestational weight gain: empirical application using electronic health record data from a safety net population | BMC Pregnancy and Childbirth

  • MacDonald SC, Bodnar LM, Himes KP, Hutcheon JA. Patterns of Gestational Weight Gain in Early Pregnancy and Risk of Gestational Diabetes Mellitus: Epidemiology. 2017;28(3):419–27.

    PubMed 
    PubMed Central 

    Google Scholar 

  • Bouvier D, Forest JC, Dion-Buteau E, Bernard N, Bujold E, Pereira B, et al. Association of Maternal Weight and Gestational Weight Gain with Maternal and Neonate Outcomes: A Prospective Cohort Study. J Clin Med. 2019;8(12).

  • Pugh SJ, Albert PS, Kim S, Grobman W, Hinkle SN, Newman RB, et al. Patterns of gestational weight gain and birthweight outcomes in the Eunice Kennedy Shriver National Institute of Child Health and Human Development Fetal Growth Studies–Singletons: a prospective study. Am J Obstet Gynecol. 2017;217(3):346.e1-346.e11.

    Article 
    PubMed 

    Google Scholar 

  • Retnakaran R, Wen SW, Tan H, Zhou S, Ye C, Shen M, et al. Association of Timing of Weight Gain in Pregnancy With Infant Birth Weight. JAMA Pediatr. 2018;172(2):136.

    Article 
    PubMed 

    Google Scholar 

  • Darling AM, Werler MM, Cantonwine DE, Fawzi WW, McElrath TF. Timing and Amount of Gestational Weight Gain in Association with Adverse Birth Outcomes. Epidemiol Camb Mass. 2019;30(5):695–705.

    Article 

    Google Scholar 

  • Feghali MN, Catov JM, Zantow E, Mission J, Caritis SN, Scifres CM. Timing of Gestational Weight Gain and Adverse Perinatal Outcomes in Overweight and Obese Women: Obstet Gynecol. 2019;133(5):962–70.

    PubMed 

    Google Scholar 

  • Sharma AJ, Vesco KK, Bulkley J, Callaghan WM, Bruce FC, Staab J, et al. Associations of Gestational Weight Gain with Preterm Birth among Underweight and Normal Weight Women. Matern Child Health J. 2015;19(9):2066–73.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Yang W, Han F, Gao X, Chen Y, Ji L, Cai X. Relationship Between Gestational Weight Gain and Pregnancy Complications or Delivery Outcome. Sci Rep. 2017;7(1):12531.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Gould Rothberg BE, Magriples U, Kershaw TS, Rising SS, Ickovics JR. Gestational weight gain and subsequent postpartum weight loss among young, low-income, ethnic minority women. Am J Obstet Gynecol. 2011;204(1):52.e1-11.

    Article 
    PubMed 

    Google Scholar 

  • Zanardo V, Giliberti L, Giliberti E, Grassi A, Perin V, Parotto M, et al. The role of gestational weight gain disorders in symptoms of maternal postpartum depression. Int J Gynecol Obstet. 2020 ;ijgo.13445.

  • Institute of Medicine (US) and National Research Council (US) Committee to Reexamine IOM Pregnancy Weight Guidelines. Weight Gain During Pregnancy: Reexamining the Guidelines. Rasmussen KM, Yaktine AL, editors. Washington (DC): National Academies Press (US); 2009. (The National Academies Collection: Reports funded by National Institutes of Health). Available from: 2021 Jan 28.

  • American College of Obstetricians and Gynecologists. ACOG Committee opinion no. 548: weight gain during pregnancy. Obstet Gynecol. 2013 ;121(1):210–2.

  • Hutcheon JA, Platt RW, Abrams B, Himes KP, Simhan HN, Bodnar LM. A weight-gain-for-gestational-age z score chart for the assessment of maternal weight gain in pregnancy. Am J Clin Nutr. 2013;97(5):1062–7.

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Hutcheon JA, Platt RW, Abrams B, Himes KP, Simhan HN, Bodnar LM. Pregnancy weight gain charts for obese and overweight women: Pregnancy Weight Gain Charts. Obesity. 2015;23(3):532–5.

    Article 
    PubMed 

    Google Scholar 

  • Abrams B, Selvin S. Maternal weight gain pattern and birth weight. Obstet Gynecol. 1995;86(2):163–9.

    Article 
    CAS 
    PubMed 

    Google Scholar 

  • Kleinman KP, Oken E, Radesky JS, Rich-Edwards JW, Peterson KE, Gillman MW. How should gestational weight gain be assessed? A comparison of existing methods and a novel method, area under the weight gain curve. Int J Epidemiol. 2007;36(6):1275–82.

    Article 
    PubMed 

    Google Scholar 

  • Deierlein AL, Messito MJ, Katzow M, Berube LT, Dolin CD, Gross RS. Total and trimester‐specific gestational weight gain and infant anthropometric outcomes at birth and 6 months in low‐income Hispanic families. Pediatr Obes. 2020;15(3). Available from: 2020 Nov 19.

  • Karachaliou M, Georgiou V, Roumeliotaki T, Chalkiadaki G, Daraki V, Koinaki S, et al. Association of trimester-specific gestational weight gain with fetal growth, offspring obesity, and cardiometabolic traits in early childhood. Am J Obstet Gynecol. 2015;212(4):502.e1-502.e14.

    Article 
    PubMed 

    Google Scholar 

  • Margerison-Zilko CE, Shrimali BP, Eskenazi B, Lahiff M, Lindquist AR, Abrams BF. Trimester of Maternal Gestational Weight Gain and Offspring Body Weight at Birth and Age Five. Matern Child Health J. 2012;16(6):1215–23.

    Article 
    PubMed 

    Google Scholar 

  • Ruchat SM, Allard C, Doyon M, Lacroix M, Guillemette L, Patenaude J, et al. Timing of Excessive Weight Gain During Pregnancy Modulates Newborn Anthropometry. J Obstet Gynaecol Can. 2016;38(2):108–17.

    Article 
    PubMed 

    Google Scholar 

  • Hinkle SN, Johns AM, Albert PS, Kim S, Grantz KL. Longitudinal changes in gestational weight gain and the association with intrauterine fetal growth. Eur J Obstet Gynecol Reprod Biol. 2015;190:41–7.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Zheng W, Huang W, Zhang Z, Zhang L, Tian Z, Li G, et al. Patterns of Gestational Weight Gain in Women with Overweight or Obesity and Risk of Large for Gestational Age. Obes Facts. 2019;12(4):407–15.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Sharma AJ, Vesco KK, Bulkley J, Callaghan WM, Bruce FC, Staab J, et al. Rate of Second and Third Trimester Weight Gain and Preterm Delivery Among Underweight and Normal Weight Women. Matern Child Health J. 2016;20(10):2030–6.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Zhong C, Li X, Chen R, Zhou X, Liu C, Wu J, et al. Greater early and mid-pregnancy gestational weight gain are associated with increased risk of gestational diabetes mellitus: A prospective cohort study. Clin Nutr ESPEN. 2017;22:48–53.

    Article 
    PubMed 

    Google Scholar 

  • Jarman M, Yuan Y, Pakseresht M, Shi Q, Robson PJ, Bell RC, et al. Patterns and trajectories of gestational weight gain: a prospective cohort study. CMAJ Open. 2016;4(2):E338–45.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Rifas-Shiman SL, Fleisch A, Hivert MF, Mantzoros C, Gillman MW, Oken E. First and second trimester gestational weight gains are most strongly associated with cord blood levels of hormones at delivery important for glycemic control and somatic growth. Metabolism. 2017;69:112–9.

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Hutcheon JA, Bodnar LM, Joseph KS, Abrams B, Simhan HN, Platt RW. The bias in current measures of gestational weight gain: Bias from gestational weight gain measures. Paediatr Perinat Epidemiol. 2012;26(2):109–16.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Bodnar LM, Hutcheon JA, Parisi SM, Pugh SJ, Abrams B. Comparison of Gestational Weight Gain z-Scores and Traditional Weight Gain Measures in Relation to Perinatal Outcomes: Gestational weight gain z-scores vs. traditional measures. Paediatr Perinat Epidemiol. 2015;29(1):11–21.

    Article 
    PubMed 

    Google Scholar 

  • Hinkle SN, Mitchell EM, Grantz KL, Ye A, Schisterman EF. Maternal Weight Gain During Pregnancy: Comparing Methods to Address Bias Due to Length of Gestation in Epidemiological Studies. Paediatr Perinat Epidemiol. 2016;30(3):294–304.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Hutcheon JA, Bodnar LM. Good Practices for Observational Studies of Maternal Weight and Weight Gain in Pregnancy. Paediatr Perinat Epidemiol. 2018;32(2):152–60.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Herring SJ, Nelson DB, Davey A, Klotz AA, Dibble LV, Oken E, et al. Determinants of Excessive Gestational Weight Gain in Urban. Low-Income Women Womens Health Issues. 2012;22(5):e439–46.

    Article 
    PubMed 

    Google Scholar 

  • Bodnar LM, Siega-Riz AM, Simhan HN, Himes KP, Abrams B. Severe obesity, gestational weight gain, and adverse birth outcomes. Am J Clin Nutr. 2010;91(6):1642–8.

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Siega-Riz AM, Bodnar LM, Stotland NE, Stang J. The Current Understanding of Gestational Weight Gain Among Women with Obesity and the Need for Future Research. NAM Perspect. 2020 Jan 6; Available from: Cited 2022 Sep 4.

  • Leonard SA, Hutcheon JA, Bodnar LM, Petito LC, Abrams B. Gestational Weight Gain-for-Gestational Age Z -Score Charts Applied across U.S. Populations. Paediatr Perinat Epidemiol. 2018;32(2):161–71.

    Article 
    PubMed 

    Google Scholar 

  • Power ML, Lott ML, Mackeen AD, DiBari J, Schulkin J. A retrospective study of gestational weight gain in relation to the Institute of Medicine’s recommendations by maternal body mass index in rural Pennsylvania from 2006 to 2015. BMC Pregnancy Childbirth. 2018;18(1):239.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Boone-Heinonen J, Lyon-Scott K, Springer R, Schmidt T, Vesco KK, Booman A, et al. Pregnancy health in a multi-state U.S. population of systemically underserved patients and their children: PROMISE cohort design and baseline characteristics. BMC Public Health. 2024;24(1):886.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • DeVoe JE, Gold R, Cottrell E, Bauer V, Brickman A, Puro J, et al. The ADVANCE network: accelerating data value across a national community health center network. J Am Med Inform Assoc JAMIA. 2014;21(4):591–5.

    Article 
    PubMed 

    Google Scholar 

  • Boone-Heinonen J, Tillotson CJ, O’Malley JP, Cottrell EK, Gaudino JA, Amofah A, et al. Characterizing a “Big Data” Cohort of Over 200,000 Low-Income U.S. Infants and Children for Obesity Research: The ADVANCE Early Life Cohort. Matern Child Health J. 2017;21(3):421–31.

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Das SR, Kinsinger LS, Yancy WS, Wang A, Ciesco E, Burdick M, et al. Obesity prevalence among veterans at Veterans Affairs medical facilities. Am J Prev Med. 2005;28(3):291–4.

    Article 
    PubMed 

    Google Scholar 

  • Cheng FW, Gao X, Mitchell DC, Wood C, Still CD, Rolston D, et al. Body mass index and all-cause mortality among older adults. Obesity. 2016;24(10):2232–9.

    Article 
    PubMed 

    Google Scholar 

  • Booman A, Stratton K, Vesco KK, O’Malley J, Schmidt T, Boone-Heinonen J, et al. Insurance coverage and discontinuity during pregnancy: Frequency and associations documented in the PROMISE cohort. Health Serv Res. 2024;59(2): e14265.

    Article 
    PubMed 

    Google Scholar 

  • Riddell CA, Platt RW, Bodnar LM, Hutcheon JA. Classifying Gestational Weight Gain Trajectories Using the SITAR Growth Model. Paediatr Perinat Epidemiol. 2017;31(2):116–25.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • O’Higgins AC, Doolan A, McCartan T, Mullaney L, O’Connor C, Turner MJ. Is birth weight the major confounding factor in the study of gestational weight gain?: an observational cohort study. BMC Pregnancy Childbirth. 2018;18(1):218.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Jaacks L, Boyd Barr D, Sundaram R, Grewal J, Zhang C, Buck LG. Pre-Pregnancy Maternal Exposure to Persistent Organic Pollutants and Gestational Weight Gain: A Prospective Cohort Study. Int J Environ Res Public Health. 2016;13(9):905.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Boone-Heinonen J, Springer R, Booman A, Fortmann S,Foster, Lucas J, et al. Poster Abstracts. Obesity. 2021;29(S2):150–1.

    Google Scholar 

  • R Core Team. R: a language and environment for statistical computing. Vienna, Austria: R Foundation for Statistical Computing; 2020. Available from: https://www.R-project.org/.

  • Signorell A et mult. al. DescTools: Tools for descriptive statistics. 2021. Available from: https://cran.r-project.org/package=DescTools.

  • Pickens CM, Hogue CJ, Howards PP, Kramer MR, Badell ML, Dudley DJ, et al. The association between gestational weight gain z-score and stillbirth: a case-control study. BMC Pregnancy Childbirth. 2019;19(1):451.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Bogaerts A, Ameye L, Martens E, Devlieger R. Weight loss in obese pregnant women and risk for adverse perinatal outcomes. Obstet Gynecol. 2015;125(3):566–75.

    Article 
    PubMed 

    Google Scholar 

  • Champion ML, Harper LM. Gestational Weight Gain: Update on Outcomes and Interventions. Curr Diab Rep. 2020;20(3):11.

    Article 
    PubMed 

    Google Scholar 

  • Faucher MA, Barger MK. Gestational weight gain in obese women by class of obesity and select maternal/newborn outcomes: A systematic review. Women Birth J Aust Coll Midwives. 2015;28(3):e70-79.

    Article 

    Google Scholar 

  • Faucher MA, Hastings-Tolsma M, Song JJ, Willoughby DS, Bader SG. Gestational weight gain and preterm birth in obese women: a systematic review and meta-analysis. BJOG Int J Obstet Gynaecol. 2016;123(2):199–206.

    Article 
    CAS 

    Google Scholar 

  • Catov JM, Abatemarco D, Althouse A, Davis EM, Hubel C. Patterns of gestational weight gain related to fetal growth among women with overweight and obesity. Obes Silver Spring Md. 2015;23(5):1071–8.

    Article 

    Google Scholar 

  • Catalano PM, Shankar K. Obesity and pregnancy: mechanisms of short term and long term adverse consequences for mother and child. BMJ. 2017;8(356): j1.

    Article 

    Google Scholar 

  • Boriboonhirunsarn D. Second trimester weight gain > 7 kg increases the risk of gestational diabetes after normal first trimester screening: Second trimester weight gain. GDM risk J Obstet Gynaecol Res. 2017;43(3):462–7.

    Article 
    CAS 
    PubMed 

    Google Scholar 

  • Ali Z, Nilas L, Ulrik CS. Excessive gestational weight gain in first trimester is a risk factor for exacerbation of asthma during pregnancy: A prospective study of 1283 pregnancies. J Allergy Clin Immunol. 2018;141(2):761–7.

    Article 
    PubMed 

    Google Scholar 

  • Lan X, Zhang YQ, Dong HL, Zhang J, Zhou FM, Bao YH, et al. Excessive gestational weight gain in the first trimester is associated with risk of gestational diabetes mellitus: a prospective study from Southwest China. Public Health Nutr. 2020;23(3):394–401.

    Article 
    PubMed 

    Google Scholar 

  • Josefson JL, Simons H, Zeiss DM, Metzger BE. Excessive gestational weight gain in the first trimester among women with normal glucose tolerance and resulting neonatal adiposity. J Perinatol Off J Calif Perinat Assoc. 2016;36(12):1034–8.

    CAS 

    Google Scholar 

  • Lu W, Zhang X, Wu J, Mao X, Shen X, Chen Q, et al. Association between trimester-specific gestational weight gain and childhood obesity at 5 years of age: results from Shanghai obesity cohort. BMC Pediatr. 2019;19(1):139.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Scott C, Andersen CT, Valdez N, Mardones F, Nohr EA, Poston L, et al. No global consensus: a cross-sectional survey of maternal weight policies. BMC Pregnancy Childbirth. 2014;14(1):167.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Goossens GH. The Metabolic Phenotype in Obesity: Fat Mass, Body Fat Distribution, and Adipose Tissue Function. Obes Facts. 2017;10(3):207–15.

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Lukaski HC. Commentary: Body mass index persists as a sensible beginning to comprehensive risk assessment. Int J Epidemiol. 2014;43(3):669–71.

    Article 
    PubMed 

    Google Scholar 

  • Wu Y, Li D, Vermund SH. Advantages and Limitations of the Body Mass Index (BMI) to Assess Adult Obesity. Int J Environ Res Public Health. 2024;21(6):757.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

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