Skip to main content
Top
Published in: BMC Pregnancy and Childbirth 1/2018

Open Access 01-12-2018 | Research article

Translation of nutrient recommendations into personalized optimal diets for Chinese urban lactating women by linear programming models

Authors: Kai Yu, Yong Xue, Wenzhi Zhao, Ai Zhao, Wenjun Li, Yumei Zhang, Peiyu Wang

Published in: BMC Pregnancy and Childbirth | Issue 1/2018

Login to get access

Abstract

Background

Lactating women need to consume a high-quality diet to replete nutrient stores depleted during pregnancy and to ensure sufficient nutrition for breastfeeding. However, several studies reported suboptimal dietary quality and nutrient intake of lactating mothers in China. The objectives of this study was to apply dietary modeling method to develop individualized optimal diets, which meet the nutrient requirements for lactating women in urban China.

Methods

Data were collected from a sample of 576 lactating women from 0 to 240 days postpartum during the Maternal Infant Nutrition Growth study conducted between 2011 and 2012 in three cities including Beijing, Guangzhou, and Suzhou. Dietary intake data were collected with an interviewer-administered 24-h survey. Linear programming was applied to develop dietary plans that meet recommendations for lactation women in the China Dietary Reference Intakes 2013 and the Chinese Dietary Guideline 2016, while with least deviation from the observed dietary intake.

Results

Through dietary modeling, individual optimal diets were developed for 576 lactating women. The optimal diets met all the food and nutrient intake constraints set in the linear programming models. The large difference between observed and optimized diets suggests that the nutrient needs of lactating mothers in China may only be met after substantial dietary changes. In addition, the analysis showed that it was difficult to meet the recommended intake for six nutrients: vitamin A, vitamin B1, vitamin B6, calcium, selenium, and dietary fiber. Moreover, four clusters in the optimized diets were identified by K-means cluster analysis. The four clusters confirmed that the optimal diets developed by linear programming could characterize the variety in dietary habits by geographical regions and duration of lactation.

Conclusion

Linear programming could help translate nutrient recommendations into personal diet advices for a sample of urban lactating mothers from China. The study showed that dietary modeling is helpful to support healthy eating of lactation women by translating dietary guidelines into personalized meal plans.

Trial registration

The Maternal Infant Nutrition Growth study was registered in ClinicalTrials.gov with identifier NCT01971671. Registration date October 29, 2013.
Literature
1.
go back to reference Hanson MA, Bardsley A, De-Regil LM, Moore SE, Oken E, Poston L, et al. The International Federation of Gynecology and Obstetrics (FIGO) recommendations on adolescent, preconception, and maternal nutrition: "Think Nutrition First". Int J Gynaecol Obstet. 2015;131 Suppl 4:S213–S253. doi: https://doi.org/10.1016/S0020-7292(15)30023-0. PMID: 26433230. [CrossRef PubMed].CrossRef Hanson MA, Bardsley A, De-Regil LM, Moore SE, Oken E, Poston L, et al. The International Federation of Gynecology and Obstetrics (FIGO) recommendations on adolescent, preconception, and maternal nutrition: "Think Nutrition First". Int J Gynaecol Obstet. 2015;131 Suppl 4:S213–S253. doi: https://​doi.​org/​10.​1016/​S0020-7292(15)30023-0. PMID: 26433230. [CrossRef PubMed].CrossRef
2.
go back to reference Picciano MF. Pregnancy and lactation: physiological adjustments, nutritional requirements and the role of dietary supplements. J Nutr 2003;133(6):1997S–2002S. PMID: 12771353. [CrossRef PubMed].CrossRef Picciano MF. Pregnancy and lactation: physiological adjustments, nutritional requirements and the role of dietary supplements. J Nutr 2003;133(6):1997S–2002S. PMID: 12771353. [CrossRef PubMed].CrossRef
9.
go back to reference Dos Santos Q, Sichieri R, Marchioni DM, Verly Junior E. Brazilian pregnant and lactating women do not change their food intake to meet nutritional goals. BMC Pregnancy Childbirth. 2014;14:186. doi: https://doi.org/10.1186/1471-2393-14-186. PMID: 24890188.[CrossRef PubMed]. Dos Santos Q, Sichieri R, Marchioni DM, Verly Junior E. Brazilian pregnant and lactating women do not change their food intake to meet nutritional goals. BMC Pregnancy Childbirth. 2014;14:186. doi: https://​doi.​org/​10.​1186/​1471-2393-14-186. PMID: 24890188.[CrossRef PubMed].
10.
go back to reference Chen LW, Low YL, Fok D, Han WM, Chong YS, Gluckman P, et al. Dietary changes during pregnancy and the postpartum period in Singaporean Chinese, Malay and Indian women: the GUSTO birth cohort study. Public Health Nutr. 2014;17(9):1930–1938. doi: https://doi.org/10.1017/S1368980013001730. PMID: 23806144. [CrossRef PubMed].CrossRef Chen LW, Low YL, Fok D, Han WM, Chong YS, Gluckman P, et al. Dietary changes during pregnancy and the postpartum period in Singaporean Chinese, Malay and Indian women: the GUSTO birth cohort study. Public Health Nutr. 2014;17(9):1930–1938. doi: https://​doi.​org/​10.​1017/​S136898001300173​0. PMID: 23806144. [CrossRef PubMed].CrossRef
11.
go back to reference Raven JH, Chen Q, Tolhurst RJ, Garner P. Traditional beliefs and practices in the postpartum period in Fujian Province, China: a qualitative study. BMC Pregnancy Childbirth. 2007; 7: 8. doi: https://doi.org/10.1186/1471-2393-7-8. PMID: 17584930. [CrossRef PubMed]. Raven JH, Chen Q, Tolhurst RJ, Garner P. Traditional beliefs and practices in the postpartum period in Fujian Province, China: a qualitative study. BMC Pregnancy Childbirth. 2007; 7: 8. doi: https://​doi.​org/​10.​1186/​1471-2393-7-8. PMID: 17584930. [CrossRef PubMed].
13.
go back to reference Chen H, Wang P, Han Y, Ma J, Troy FA, Wang B. Evaluation of dietary intake of lactating women in China and its potential impact on the health of mothers and infants. BMC Women’s Health. 2012;12:18. doi:https://doi.org/10.1186/1472-6874-12-18. PMID: 22800437. [CrossRef PubMed]. Chen H, Wang P, Han Y, Ma J, Troy FA, Wang B. Evaluation of dietary intake of lactating women in China and its potential impact on the health of mothers and infants. BMC Women’s Health. 2012;12:18. doi:https://​doi.​org/​10.​1186/​1472-6874-12-18. PMID: 22800437. [CrossRef PubMed].
15.
go back to reference Okubo H, Sasaki S, Murakami K, Yokoyama T, Hirota N, Notsu A, et al. Designing optimal food intake patterns to achieve nutritional goals for Japanese adults through the use of linear programming optimization models. Nutr J. 2015; 14:57. doi: https://doi.org/10.1186/s12937-015-0047-7. PMID: 26048405. [CrossRef PubMed]. Okubo H, Sasaki S, Murakami K, Yokoyama T, Hirota N, Notsu A, et al. Designing optimal food intake patterns to achieve nutritional goals for Japanese adults through the use of linear programming optimization models. Nutr J. 2015; 14:57. doi: https://​doi.​org/​10.​1186/​s12937-015-0047-7. PMID: 26048405. [CrossRef PubMed].
16.
go back to reference Briend A, Darmon N, Ferguson E, Erhardt JG. Linear programming a mathematical tool for analyzing and optimizing children’s diets during the complementary feeding period. J Pediatr Gastroenterol Nutr 2003;36(1):12–22. PMID: 12499991. [CrossRef PubMed].CrossRef Briend A, Darmon N, Ferguson E, Erhardt JG. Linear programming a mathematical tool for analyzing and optimizing children’s diets during the complementary feeding period. J Pediatr Gastroenterol Nutr 2003;36(1):12–22. PMID: 12499991. [CrossRef PubMed].CrossRef
20.
go back to reference Horgan GW, Perrin A, Whybrow S, Macdiarmid JI. Achieving dietary recommendations and reducing greenhouse gas emissions: modelling diets to minimise the change from current intakes. Int J Behav Nutr Phys Act. 2016, 13:46. doi: https://doi.org/10.1186/s12966-016-0370-1. PMID: 27056829. [CrossRef PubMed]. Horgan GW, Perrin A, Whybrow S, Macdiarmid JI. Achieving dietary recommendations and reducing greenhouse gas emissions: modelling diets to minimise the change from current intakes. Int J Behav Nutr Phys Act. 2016, 13:46. doi: https://​doi.​org/​10.​1186/​s12966-016-0370-1. PMID: 27056829. [CrossRef PubMed].
22.
go back to reference Hlaing LM, Fahmida U, Htet MK, Utomo B, Firmansyah A, Ferguson EL. Local food-based complementary feeding recommendations developed by the linear programming approach to improve the intake of problem nutrients among 12–23-month-old Myanmar children. Br J Nutr. 2016, 116 Suppl 1:S16–S26. doi: https://doi.org/10.1017/S000711451500481X. PMID: 26696232. [CrossRef PubMed].CrossRef Hlaing LM, Fahmida U, Htet MK, Utomo B, Firmansyah A, Ferguson EL. Local food-based complementary feeding recommendations developed by the linear programming approach to improve the intake of problem nutrients among 12–23-month-old Myanmar children. Br J Nutr. 2016, 116 Suppl 1:S16–S26. doi: https://​doi.​org/​10.​1017/​S000711451500481​X. PMID: 26696232. [CrossRef PubMed].CrossRef
24.
go back to reference Celis-Morales C, Livingstone KM, Marsaux CF, Macready AL, Fallaize R, O'Donovan CB, et al. Effect of personalized nutrition on health-related behaviour change: evidence from the Food4me European randomized controlled trial. Int J Epidemiol. 2016. doi: https://doi.org/10.1093/ije/dyw186 PMID: 27524815. [CrossRef PubMed]. Celis-Morales C, Livingstone KM, Marsaux CF, Macready AL, Fallaize R, O'Donovan CB, et al. Effect of personalized nutrition on health-related behaviour change: evidence from the Food4me European randomized controlled trial. Int J Epidemiol. 2016. doi: https://​doi.​org/​10.​1093/​ije/​dyw186 PMID: 27524815. [CrossRef PubMed].
25.
go back to reference Yang Y. China food composition second edition. Beijing: Peking University Medical Press; 2009. Yang Y. China food composition second edition. Beijing: Peking University Medical Press; 2009.
29.
go back to reference China Nutrition Society. China DRIs handbook (2013). Beijing: China Standard Press; 2014. China Nutrition Society. China DRIs handbook (2013). Beijing: China Standard Press; 2014.
30.
go back to reference China Nutrition Society. Dietary guideline for Chinese (2016). Beijing: People’s Medical Publishing House; 2016. China Nutrition Society. Dietary guideline for Chinese (2016). Beijing: People’s Medical Publishing House; 2016.
31.
go back to reference Thorpe MG, Milte CM, Crawford D, McNaughton SA. A comparison of the dietary patterns derived by principal component analysis and cluster analysis in older Australians. Int J Behav Nutr Phys Act. 2016;13:30. doi:https://doi.org/10.1186/s12966-016-0353-2. PMID: 26928406. [CrossRef PubMed]. Thorpe MG, Milte CM, Crawford D, McNaughton SA. A comparison of the dietary patterns derived by principal component analysis and cluster analysis in older Australians. Int J Behav Nutr Phys Act. 2016;13:30. doi:https://​doi.​org/​10.​1186/​s12966-016-0353-2. PMID: 26928406. [CrossRef PubMed].
32.
go back to reference Charlton K, Yeatman H, Lucas C, Axford S, Gemming L, Houweling F, et al. Poor knowledge and practices related to iodine nutrition during pregnancy and lactation in Australian women: pre- and post-iodine fortification. Nutrients. 2012, 4(9):1317–1327. doi: https://doi.org/10.3390/nu4091317. PMID: 23112919. [CrossRef PubMed].CrossRef Charlton K, Yeatman H, Lucas C, Axford S, Gemming L, Houweling F, et al. Poor knowledge and practices related to iodine nutrition during pregnancy and lactation in Australian women: pre- and post-iodine fortification. Nutrients. 2012, 4(9):1317–1327. doi: https://​doi.​org/​10.​3390/​nu4091317. PMID: 23112919. [CrossRef PubMed].CrossRef
Metadata
Title
Translation of nutrient recommendations into personalized optimal diets for Chinese urban lactating women by linear programming models
Authors
Kai Yu
Yong Xue
Wenzhi Zhao
Ai Zhao
Wenjun Li
Yumei Zhang
Peiyu Wang
Publication date
01-12-2018
Publisher
BioMed Central
Published in
BMC Pregnancy and Childbirth / Issue 1/2018
Electronic ISSN: 1471-2393
DOI
https://doi.org/10.1186/s12884-018-2008-6

Other articles of this Issue 1/2018

BMC Pregnancy and Childbirth 1/2018 Go to the issue