Risk factors for inadequate and excessive gestational weight gain in 25 low-and middle-income countries: An individual-level participant meta-Analysis
Issued Date
2023-07-01
Resource Type
ISSN
15491277
eISSN
15491676
Scopus ID
2-s2.0-85166736461
Pubmed ID
37486938
Journal Title
PLoS Medicine
Volume
20
Issue
7
Rights Holder(s)
SCOPUS
Bibliographic Citation
PLoS Medicine Vol.20 No.7 (2023)
Suggested Citation
Darling A.M., Wang D., Perumal N., Liu E., Wang M., Ahmed T., Christian P., Dewey K.G., Kac G., Kennedy S.H., Subramoney V., Briggs B., Fawzi W.W., Abioye A.I., Adu-Afarwuah S., Ali H., Alidu H.W., Alves J.G., de Araújo C.A.L., Arifeen S., Artes R., Ashorn P., Ashorn U., Ayoola O.O., Azizi F., Bawah A.T., Behboudi-Gandevani S., Bernstein R., Bhutta Z., Briand V., Calvo E.B., Cardoso M.A., Carrara V.I., Carrilho T.R.B., Cheng Y., Chico-Barba G., Clayton P.E., Collins S.M., Costello A.M., Cruickshank J.K., Duggan C.P., Dwarkanath P., Estrada-Gutierrez G., Fair F.J., Farias D.R., Friis H., Gernand A.D., Ghosh S., Gomo E., Gondwe A., Grais R., Guindo O., Hallamaa L., Hambidge K.M., Hashmi A.H., Huybregts L., Iqbal R., da Silva Junior J.R., Isanaka S., Chan H.T.H., Katz J., Khatry S.K., Kolsteren P., Krebs N., Kulmala T., Kumar P., Kurpad A.V., Labrique A., Lachat C., Lartey A., Lauer J.M., Li Q., Loy S.L., Lipoeto N.I., López L.B., Mahmud A.A., Maiya G.A., Maleta K., Malta M.B., Manandhar D.S., Mangani C., Martínez-Rojano H., Martin-Prevel Y., Martorell R., Matias S.L., McClure E.M., McGready R., Miller J.D., Mohamed H.J.J., Mohamad M., Moore S., Mosquera P.S., Mridha M.K., Mugusi F.M., Muñoz-Manrique C., Nanga S., Natamba B.K., Ome-Kaius M., Osrin D., Pembe A.B. Risk factors for inadequate and excessive gestational weight gain in 25 low-and middle-income countries: An individual-level participant meta-Analysis. PLoS Medicine Vol.20 No.7 (2023). doi:10.1371/journal.pmed.1004236 Retrieved from: https://repository.li.mahidol.ac.th/handle/123456789/98454
Title
Risk factors for inadequate and excessive gestational weight gain in 25 low-and middle-income countries: An individual-level participant meta-Analysis
Author(s)
Darling A.M.
Wang D.
Perumal N.
Liu E.
Wang M.
Ahmed T.
Christian P.
Dewey K.G.
Kac G.
Kennedy S.H.
Subramoney V.
Briggs B.
Fawzi W.W.
Abioye A.I.
Adu-Afarwuah S.
Ali H.
Alidu H.W.
Alves J.G.
de Araújo C.A.L.
Arifeen S.
Artes R.
Ashorn P.
Ashorn U.
Ayoola O.O.
Azizi F.
Bawah A.T.
Behboudi-Gandevani S.
Bernstein R.
Bhutta Z.
Briand V.
Calvo E.B.
Cardoso M.A.
Carrara V.I.
Carrilho T.R.B.
Cheng Y.
Chico-Barba G.
Clayton P.E.
Collins S.M.
Costello A.M.
Cruickshank J.K.
Duggan C.P.
Dwarkanath P.
Estrada-Gutierrez G.
Fair F.J.
Farias D.R.
Friis H.
Gernand A.D.
Ghosh S.
Gomo E.
Gondwe A.
Grais R.
Guindo O.
Hallamaa L.
Hambidge K.M.
Hashmi A.H.
Huybregts L.
Iqbal R.
da Silva Junior J.R.
Isanaka S.
Chan H.T.H.
Katz J.
Khatry S.K.
Kolsteren P.
Krebs N.
Kulmala T.
Kumar P.
Kurpad A.V.
Labrique A.
Lachat C.
Lartey A.
Lauer J.M.
Li Q.
Loy S.L.
Lipoeto N.I.
López L.B.
Mahmud A.A.
Maiya G.A.
Maleta K.
Malta M.B.
Manandhar D.S.
Mangani C.
Martínez-Rojano H.
Martin-Prevel Y.
Martorell R.
Matias S.L.
McClure E.M.
McGready R.
Miller J.D.
Mohamed H.J.J.
Mohamad M.
Moore S.
Mosquera P.S.
Mridha M.K.
Mugusi F.M.
Muñoz-Manrique C.
Nanga S.
Natamba B.K.
Ome-Kaius M.
Osrin D.
Pembe A.B.
Wang D.
Perumal N.
Liu E.
Wang M.
Ahmed T.
Christian P.
Dewey K.G.
Kac G.
Kennedy S.H.
Subramoney V.
Briggs B.
Fawzi W.W.
Abioye A.I.
Adu-Afarwuah S.
Ali H.
Alidu H.W.
Alves J.G.
de Araújo C.A.L.
Arifeen S.
Artes R.
Ashorn P.
Ashorn U.
Ayoola O.O.
Azizi F.
Bawah A.T.
Behboudi-Gandevani S.
Bernstein R.
Bhutta Z.
Briand V.
Calvo E.B.
Cardoso M.A.
Carrara V.I.
Carrilho T.R.B.
Cheng Y.
Chico-Barba G.
Clayton P.E.
Collins S.M.
Costello A.M.
Cruickshank J.K.
Duggan C.P.
Dwarkanath P.
Estrada-Gutierrez G.
Fair F.J.
Farias D.R.
Friis H.
Gernand A.D.
Ghosh S.
Gomo E.
Gondwe A.
Grais R.
Guindo O.
Hallamaa L.
Hambidge K.M.
Hashmi A.H.
Huybregts L.
Iqbal R.
da Silva Junior J.R.
Isanaka S.
Chan H.T.H.
Katz J.
Khatry S.K.
Kolsteren P.
Krebs N.
Kulmala T.
Kumar P.
Kurpad A.V.
Labrique A.
Lachat C.
Lartey A.
Lauer J.M.
Li Q.
Loy S.L.
Lipoeto N.I.
López L.B.
Mahmud A.A.
Maiya G.A.
Maleta K.
Malta M.B.
Manandhar D.S.
Mangani C.
Martínez-Rojano H.
Martin-Prevel Y.
Martorell R.
Matias S.L.
McClure E.M.
McGready R.
Miller J.D.
Mohamed H.J.J.
Mohamad M.
Moore S.
Mosquera P.S.
Mridha M.K.
Mugusi F.M.
Muñoz-Manrique C.
Nanga S.
Natamba B.K.
Ome-Kaius M.
Osrin D.
Pembe A.B.
Author's Affiliation
Faculty of Biology, Medicine and Health
St. John's Research Institute
Manipal College of Health professions
Department of Nutritional Sciences & Toxicology
University of Health and Allied Sciences, Ghana
Bordeaux Population Health Research Center (BPH)
Certara, Canada
King's Health Partners
Université de Montpellier
Universiti Sultan Zainal Abidin
Duke-NUS Medical School
Muhimbili University of Health and Allied Sciences
Nepal Nutrition Intervention Project-Sarlahi
Insper, Sao Paulo
Kamuzu Central Hospital
University of Malawi
Papua New Guinea Institute of Medical Research
Universitas Andalas
Godfrey Huggins School of Medicine
The Aga Khan University
Instituto Nacional de Perinatologia
Universiteit Gent
Harvard T.H. Chan School of Public Health
Universiti Sains Malaysia, Health Campus
Faculty of Medicine, Chiang Mai University
RTI International
Sheffield Hallam University
London School of Hygiene & Tropical Medicine
Københavns Universitet
Boston Children's Hospital
The Hospital for Sick Children
School of Basic Medical Sciences
University of Colorado School of Medicine
Rollins School of Public Health
The University of North Carolina at Chapel Hill
Tufts University
Lancashire Teaching Hospitals NHS Foundation Trust
Bill & Melinda Gates Foundation
University College London
Nord Universitet
Tulane University School of Public Health and Tropical Medicine
Boston University
Instituto Politécnico Nacional
Shahid Beheshti University of Medical Sciences
George Mason University
University of Ghana
Kasturba Medical College, Manipal
KK Women's And Children's Hospital
L'Institut de Santé Globale, Genève
University of California, Davis
Epicentre
Mahidol University
International Centre for Diarrhoeal Disease Research Bangladesh
Nuffield Department of Medicine
BRAC University
University Hospital of Tampere
Universidade de São Paulo
Johns Hopkins Bloomberg School of Public Health
St. John's Medical College
St Thomas' Hospital
Harvard Medical School
University of Oxford Medical Sciences Division
Universidad de Buenos Aires
Pennsylvania State University
Tongji Medical College of Huazhong University of Science and Technology
International Food Policy Research Institute
University of Colorado Boulder
Universidade Federal do Rio de Janeiro
JiVitA Maternal and Child Health Research Project
Ministry of Health
Ministry of Science
Cidade Universitária
Pihlajalinna Medical Center
Instituto de Medicina Integral Prof
School of Public Health
Mother and Infant Research Activities (MIRA)
St. John's Research Institute
Manipal College of Health professions
Department of Nutritional Sciences & Toxicology
University of Health and Allied Sciences, Ghana
Bordeaux Population Health Research Center (BPH)
Certara, Canada
King's Health Partners
Université de Montpellier
Universiti Sultan Zainal Abidin
Duke-NUS Medical School
Muhimbili University of Health and Allied Sciences
Nepal Nutrition Intervention Project-Sarlahi
Insper, Sao Paulo
Kamuzu Central Hospital
University of Malawi
Papua New Guinea Institute of Medical Research
Universitas Andalas
Godfrey Huggins School of Medicine
The Aga Khan University
Instituto Nacional de Perinatologia
Universiteit Gent
Harvard T.H. Chan School of Public Health
Universiti Sains Malaysia, Health Campus
Faculty of Medicine, Chiang Mai University
RTI International
Sheffield Hallam University
London School of Hygiene & Tropical Medicine
Københavns Universitet
Boston Children's Hospital
The Hospital for Sick Children
School of Basic Medical Sciences
University of Colorado School of Medicine
Rollins School of Public Health
The University of North Carolina at Chapel Hill
Tufts University
Lancashire Teaching Hospitals NHS Foundation Trust
Bill & Melinda Gates Foundation
University College London
Nord Universitet
Tulane University School of Public Health and Tropical Medicine
Boston University
Instituto Politécnico Nacional
Shahid Beheshti University of Medical Sciences
George Mason University
University of Ghana
Kasturba Medical College, Manipal
KK Women's And Children's Hospital
L'Institut de Santé Globale, Genève
University of California, Davis
Epicentre
Mahidol University
International Centre for Diarrhoeal Disease Research Bangladesh
Nuffield Department of Medicine
BRAC University
University Hospital of Tampere
Universidade de São Paulo
Johns Hopkins Bloomberg School of Public Health
St. John's Medical College
St Thomas' Hospital
Harvard Medical School
University of Oxford Medical Sciences Division
Universidad de Buenos Aires
Pennsylvania State University
Tongji Medical College of Huazhong University of Science and Technology
International Food Policy Research Institute
University of Colorado Boulder
Universidade Federal do Rio de Janeiro
JiVitA Maternal and Child Health Research Project
Ministry of Health
Ministry of Science
Cidade Universitária
Pihlajalinna Medical Center
Instituto de Medicina Integral Prof
School of Public Health
Mother and Infant Research Activities (MIRA)
Corresponding Author(s)
Other Contributor(s)
Abstract
Background Many women experience suboptimal gestational weight gain (GWG) in low-and middleincome countries (LMICs), but our understanding of risk factors associated with GWG in these settings is limited. We investigated the relationships between demographic, anthropometric, lifestyle, and clinical factors and GWG in prospectively collected data from LMICs. Methods and findings We conducted an individual participant-level meta-Analysis of risk factors for GWG outcomes among 138,286 pregnant women with singleton pregnancies in 55 studies (27 randomized controlled trials and 28 prospective cohorts from 25 LMICs). Data sources were identified through PubMed, Embase, and Web of Science searches for articles published from January 2000 to March 2019. Titles and abstracts of articles identified in all databases were independently screened by 2 team members according to the following eligibility criteria: following inclusion criteria: (1) GWG data collection took place in an LMIC; (2) the study was a prospective cohort or randomized trial; (3) study participants were pregnant; and (4) the study was not conducted exclusively among human immunodeficiency virus (HIV)-infected women or women with other health conditions that could limit the generalizability of the results. The Institute of Medicine (IOM) body mass index (BMI)-specific guidelines were used to determine the adequacy of GWG, which we calculated as the ratio of the total observed weight gain over the mean recommended weight gain. Study outcomes included severely inadequate GWG (percent adequacy of GWG 70), inadequate GWG (percent adequacy of GWG 90, inclusive of severely inadequate), and excessive GWG (percent adequacy of GWG 125). Multivariable estimates from each study were pooled using fixedeffects meta-Analysis. Study-specific regression models for each risk factor included all other demographic risk factors measured in a particular study as potential confounders, as well as BMI, maternal height, pre-pregnancy smoking, and chronic hypertension. Risk factors occurring during pregnancy were further adjusted for receipt of study intervention (if any) and 3-month calendar period. The INTERGROWTH-21st standard was used to define high and low GWG among normal weight women in a sensitivity analysis. The prevalence of inadequate GWG was 54%, while the prevalence of excessive weight gain was 22%. In multivariable models, factors that were associated with a higher risk of inadequate GWG included short maternal stature (145 cm), tobacco smoking, and HIV infection. A midupper arm circumference (MUAC) of 28.1 cm was associated with the largest increase in risk for excessive GWG (risk ratio (RR) 3.02, 95% confidence interval (CI) [2.86, 3.19]). The estimated pooled difference in absolute risk between those with MUAC of 28.1 cm compared to those with a MUAC of 24 to 28.09 cm was 5.8% (95% CI 3.1% to 8.4%). Higher levels of education and age 20 years were also associated with an increased risk of excessive GWG. Results using the INTERGROWTH-21st standard among normal weight women were similar but attenuated compared to the results using the IOM guidelines among normal weight women. Limitations of the study s methodology include differences in the availability of risk factors and potential confounders measured in each individual dataset; not all risk factors or potential confounders of interest were available across datasets and data on potential confounders collected across studies. Conclusions Inadequate GWG is a significant public health concern in LMICs. We identified diverse nutritional, behavioral, and clinical risk factors for inadequate GWG, highlighting the need for integrated approaches to optimizing GWG in LMICs. The prevalence of excessive GWG suggests that attention to the emerging burden of excessive GWG in LMICs is also warranted.
