Cited by 35Nutritional Studies and DietGestational Diabetes Research and ManagementDiet and metabolism studies

The effect of diet quality on the risk of developing gestational diabetes mellitus: a systematic review and meta-analysis

Open access
Gao, Xiaoxia, Zheng, Qingxiang, Jiang, Xiumin, Chen, Xiaoqian, Liao, Yanping, Pan, Yuqing·2023·Frontiers in Public Health

Abstract

Objective: To examine the effect of diet quality on the risk of gestational diabetes mellitus. Methods: This review included cohort and case-control studies reporting an association between diet quality and gestational diabetes mellitus. We searched PubMed, Cochrane Library, Web of Science, Embase, PsycINFO, CINAHL Complete, Chinese Periodical Full-text Database, China National Knowledge Infrastructure, Chinese Biomedical Literature Database, and China Wanfang Database for studies published from inception to November 18, 2022. The Newcastle-Ottawa Scale was used for quality assessment, and the overall quality of evidence was assessed using the GRADEpro GDT. Results: A total of 19 studies (15 cohort, four case-control) with 108,084 participants were included. We found that better higher diet quality before or during pregnancy reduced the risk of developing gestational diabetes mellitus, including a higher Mediterranean diet (OR: 0.51; 95% CI: 0.30-0.86), dietary approaches to stop hypertension (OR: 0.66; 95% CI: 0.44-0.97), Alternate Healthy Eating Index (OR: 0.61; 95% CI: 0.44-0.83), overall plant-based diet index (OR: 0.57; 95% CI: 0.41-0.78), and adherence to national dietary guidelines (OR: 0.39; 95% CI:0.31-0.48). However, poorer diet quality increased the risk of gestational diabetes mellitus, including a higher dietary inflammatory index (OR: 1.37; 95% CI: 1.21-1.57) and overall low-carbohydrate diets (OR: 1.41; 95% CI: 1.22-1.64). After meta-regression, subgroup, and sensitivity analyses, the results remained statistically significant. Conclusions: Before and during pregnancy, higher diet quality reduced the risk of developing gestational diabetes mellitus, whereas poorer diet quality increased this risk. Systematic review registration: https://www.crd.york.ac.uk/PROSPERO/, identifier: CRD42022372488.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.3389/fpubh.2022.1062304

Cites

9 of 9 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Women with balanced, nutritious diets were at lower risk of metabolic abnormalities.

    “Women with balanced, nutritious diets were at lower risk of metabolic abnormalities, a finding corroborated by Gao et al. (23), who found that higher diet quality was associated with a lower risk of gestational metabolic abnormalities.”

    From Maternal nutritional status and the risk of metabolic syndrome in pregnancy: implications for public health nutrition (2026) · cites this paper as Gao et al. [23]

    The Discussion and Conclusions (pages not provided) report that higher diet quality before or during pregnancy was associated with lower risk of gestational diabetes mellitus. They do not establish a lower risk of gestational metabolic abnormalities more broadly, so the citing sentence extends the finding beyond the outcome studied. (LLM, conf=0.88)

    Experimental — accuracy not yet measured

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

Research works printed but not linked: 60

  1. [2]Johns EC Denison FC Norman JE Reynolds RM. Gestational diabetes mellitus: Mechanisms, treatment, and complications. Trends Endocrinol Metab. (2018) 29: 743– 54. 10.1016/j.tem.2018.09.004 30297319 · DOI · Paper page
  2. [3]Paulo MS Abdo NM Bettencourt-Silva R Al-Rifai RH. Gestational diabetes mellitus in Europe: A systematic review and meta-analysis of prevalence studies. Front Endocrinol. (2021) 12: 691033. 10.3389/fendo.2021.691033 34956073 PMC8698118 · DOI · Paper page
  3. [4]Ovesen PG Fuglsang J Andersen MB Wolff C Petersen OB McIntyre HD. Temporal trends in gestational diabetes prevalence, treatment, and outcomes at Aarhus University Hospital, Skejby, between 2004 and 2016. J Diabetes Res. (2018) 2018: 5937059. 10.1155/2018/5937059 29736403 PMC5875052 · DOI
  4. [5]Hod M Kapur A McIntyre HD. Evidence in support of the International Association of Diabetes in Pregnancy study groups' criteria for diagnosing gestational diabetes mellitus worldwide in 2019. Am J Obstet Gynecol. (2019) 221: 109– 16. 10.1016/j.ajog.2019.01.206 30682358 · DOI
  5. [6]Saravanan P. Gestational diabetes: Opportunities for improving maternal and child health. Lancet Diabetes Endocrinol. (2020) 8: 793– 800. 10.1016/S2213-8587(20)30161-3 32822601 · DOI
  6. [7]Andersson-Hall UK Järvinen EAJ Bosaeus MH Gustavsson CE Hårsmar EJ Niklasson CA. Maternal obesity and gestational diabetes mellitus affect body composition through infancy: The PONCH study. Pediatr Res. (2019) 85: 369– 77. 10.1038/s41390-018-0248-9 30705398 · DOI
  7. [8]Cremona A Saunders J Cotter A Hamilton J Donnelly AE O'Gorman CS. Maternal obesity and degree of glucose intolerance on neonatal hypoglycaemia and birth weight: A retrospective observational cohort study in women with gestational diabetes mellitus. Eur J Pediatr. (2020) 179: 653– 60. 10.1007/s00431-019-03554-x 31873801 · DOI
  8. [9]Zhang Y Xiao C-M Zhang Y Chen Q Zhang X-Q Li X-F. Factors associated with gestational diabetes mellitus: A meta-analysis. J Diabetes Res. (2021) 2021: 6692695. 10.1155/2021/6692695 34046504 PMC8128547 · DOI
  9. [10]Englund-Ögge L Brantsæter AL Sengpiel V Haugen M Birgisdottir BE Myhre R. Maternal dietary patterns and preterm delivery: Results from large prospective cohort study. Br Med J. (2014) 348: g1446. 10.1136/bmj.g1446 24609054 PMC3942565 · DOI
  10. [11]Szmuilowicz ED Josefson JL Metzger BE. Gestational diabetes mellitus. Nat Rev Dis Primers. (2019) 5: 47. 10.1038/s41572-019-0098-8 31296866 · DOI · Paper page
  11. [13]Miller V Webb P Micha R Mozaffarian D Database GD. Defining diet quality: A synthesis of dietary quality metrics and their validity for the double burden of malnutrition. Lancet Planet Health. (2020) 4: e352– e70. 10.1016/S2542-5196(20)30162-5 32800153 PMC7435701 · DOI
  12. [14]Jang E-H Han Y-J Jang S-E Lee S. Association between diet quality and sarcopenia in older adults: Systematic review of prospective cohort studies. Life. (2021) 11: 80811. 10.3390/life11080811 34440555 PMC8399213 · DOI
  13. [15]Wirt A Collins CE. Diet quality–what is it and does it matter? Public Health Nutr. (2009) 12: 2473– 92. 10.1017/S136898000900531X 19335941 · DOI
  14. [16]Green R Sutherland J Dangour AD Shankar B Webb P. Global dietary quality, undernutrition and non-communicable disease: A longitudinal modelling study. Br Med J Open. (2016) 6: e009331. 10.1136/bmjopen-2015-009331 26758259 PMC4716260 · DOI
  15. [17]Xu F Earp JE Adami A Weidauer L Greene GW. The relationship of physical activity and dietary quality and diabetes prevalence in US adults: Findings from NHANES 2011-2018. Nutrients. (2022) 14: 163324. 10.3390/nu14163324 36014830 PMC9414710 · DOI
  16. [18]Sepandi M Parastouei K Samadi M. Diet quality indices in relation to cardiovascular risk factors in T2DM patients: A systematic review. Int J Prev Med. (2022) 13: 106. 10.4103/ijpvm.IJPVM_494_20 36247188 PMC9564225 · DOI
  17. [20]Stephenson J Heslehurst N Hall J Schoenaker DAJM Hutchinson J Cade JE. Before the beginning: Nutrition and lifestyle in the preconception period and its importance for future health. Lancet. (2018) 391: 1830– 41. 10.1016/S0140-6736(18)30311-8 29673873 PMC6075697 · DOI · Paper page
  18. [21]Yee LM Silver RM Haas DM Parry S Mercer BM Iams J. Quality of periconceptional dietary intake and maternal and neonatal outcomes. Am J Obstetr Gynecolo. (2020) 223: 121.e1–e8. 10.1016/j.ajog.2020.01.042 31981510 PMC7321878 · DOI
  19. [22]Yang J Chang Q Dang S Liu X Zeng L Yan H. Dietary quality during pregnancy and congenital heart defects. Nutrients. (2022) 14: 173654. 10.3390/nu14173654 36079912 PMC9460731 · DOI
  20. [23]Doyle I-M Borrmann B Grosser A Razum O Spallek J. Determinants of dietary patterns and diet quality during pregnancy: A systematic review with narrative synthesis. Public Health Nutr. (2017) 20: 1009– 28. 10.1017/S1368980016002937 27852338 PMC10261556 · DOI
  21. [24]Schwingshackl L Watzl B Meerpohl JJ. The healthiness and sustainability of food based dietary guidelines. Br Med J. (2020) 370: m2417. 10.1136/bmj.m2417 32669343 · DOI
  22. [25]Stang A. Critical evaluation of the Newcastle-Ottawa scale for the assessment of the quality of nonrandomized studies in meta-analyses. Eur J Epidemiol. (2010) 25: 603– 5. 10.1007/s10654-010-9491-z 20652370 · DOI · Paper page
  23. [26]Balshem H Helfand M Schünemann HJ Oxman AD Kunz R Brozek J. Guidelines: 3. Rating the quality of evidence. J Clin Epidemiol. (2011) 64: 401– 6. 10.1016/j.jclinepi.2010.07.015 21208779 · DOI · Paper page
  24. [27]Grimes DA Schulz KF. An overview of clinical research: The lay of the land. Lancet. (2002) 359: 57– 61. 10.1016/S0140-6736(02)07283-5 11809203 · DOI · Paper page
  25. [28]Deeks JJ Altman DG. Effect Measures for Meta–Analysis of Trials With Binary Outcomes: Systematic Reviews in Health Care: Meta-Analysis in Context. 2nd ed. (2008). 10.1002/9780470693926.ch16 · DOI
  26. [29]Becerra-Tomás N Mejía SB Viguiliouk E Khan T Kendall CWC Kahleova H. Mediterranean diet, cardiovascular disease and mortality in diabetes: A systematic review and meta-analysis of prospective cohort studies and randomized clinical trials. Crit Rev Food Sci Nutr. (2020) 60: 1207– 27. 10.1080/10408398.2019.1565281 30676058 · DOI · Paper page
  27. [30]Tobias DK Zhang C Chavarro J Bowers K Rich-Edwards J Rosner B. Prepregnancy adherence to dietary patterns and lower risk of gestational diabetes mellitus. Am J Clin Nutr. (2012) 96: 289– 95. 10.3945/ajcn.111.028266 22760563 PMC3396443 · DOI
  28. [31]Bao W Bowers K Tobias DK Olsen SF Chavarro J Vaag A. Prepregnancy low-carbohydrate dietary pattern and risk of gestational diabetes mellitus: A prospective cohort study. Am J Clin Nutr. (2014) 99: 1378– 84. 10.3945/ajcn.113.082966 24717341 PMC4021782 · DOI · Paper page
  29. [32]Fulay AP Rifas-Shiman SL Oken E Perng W. Associations of the dietary approaches to stop hypertension (DASH) diet with pregnancy complications in Project Viva. Eur J Clin Nutr. (2018) 72: 1385– 95. 10.1038/s41430-017-0068-8 29339829 PMC6050156 · DOI
  30. [33]Gicevic S Gaskins AJ Fung TT Rosner B Tobias DK Isanaka S. Evaluating pre-pregnancy dietary diversity vs. dietary quality scores as predictors of gestational diabetes and hypertensive disorders of pregnancy. PLoS ONE. (2018) 13: e0195103. 10.1371/journal.pone.019532 29614105 PMC5882133 · DOI
  31. [34]Chen Z Qian F Liu G Li M Voortman T Tobias DK. Prepregnancy plant-based diets and the risk of gestational diabetes mellitus: A prospective cohort study of 14,926 women. Am J Clin Nutr. (2021) 114: 1997– 2005. 10.1093/ajcn/nqab275 34510175 PMC8634573 · DOI
  32. [35]Li M Grewal J Hinkle SN Yisahak SF Grobman WA Newman RB. Healthy dietary patterns and common pregnancy complications: A prospective and longitudinal study. Am J Clin Nutr. (2021) 114: 1229– 37. 10.1093/ajcn/nqab145 34075392 PMC8408886 · DOI · Paper page
  33. [36]Chen Q Chen YJ Wu WJ Tang N Wang D Chen Y. Low-carbohydrate diet and maternal glucose metabolism in Chinese pregnant women. Br J Nutr. (2021) 126: 392– 400. 10.1017/S0007114520004092 33054878 · DOI
  34. [37]Ding Y Xu F Zhong C Tong L Li F Li Q. Association between Chinese dietary guidelines compliance index for pregnant women and risks of pregnancy complications in the Tongji Maternal and Child Health Cohort. Nutrients. (2021) 13: 30829. 10.3390/nu13030829 33802324 PMC7999266 · DOI
  35. [38]Dong HL Sun H Cai CJ Rang X Bai D Lan X. A low-carbohydrate dietary pattern characterised by high animal fat and protein during the first trimester is associated with an increased risk of gestational diabetes mellitus in Chinese women: A prospective cohort study. Br J Nutr. (2021) 126: 1872– 80. 10.1017/S0007114521000611 33597060 · DOI
  36. [39]Wang H Huang L Lin L Chen X Zhong C Li Q. The overall plant-based diet index during pregnancy and risk of gestational diabetes mellitus: A prospective cohort study in China. Br J Nutr. (2021) 126: 1519– 28. 10.1017/S0007114521000234 33468274 · DOI
  37. [40]Zhang Z Wu Y Zhong C Zhou X Liu C Li Q. Association between dietary inflammatory index and gestational diabetes mellitus risk in a prospective birth cohort study. Nutrition. (2021) 2021: 87– 8. 10.1016/j.nut.2021.111193 33774421 · DOI
  38. [42]Shivappa N Hébert JR Akhoundan M Mirmiran P Rashidkhani B. Association between inflammatory potential of diet and odds of gestational diabetes mellitus among Iranian women. J Maternal Fetal Neonatal Med. (2019) 32: 3552– 8. 10.1080/14767058.2018.1466275 29661051 PMC6424648 · DOI
  39. [43]Zamani B Milajerdi A Tehrani H Bellissimo N Brett NR Azadbakht L. Association of a plant-based dietary pattern in relation to gestational diabetes mellitus. Nutr Dietet. (2019) 76: 589– 96. 10.1111/1747-0080.12512 30680868 · DOI
  40. [44]Kyozuka H Murata T Isogami H Imaizumi K Fukuda T Yamaguchi A. Preconception dietary inflammatory index and risk of gestational diabetes mellitus based on maternal body mass index: Findings from a Japanese Birth Cohort Study. Nutrients. (2022) 14: 194100. 10.3390/nu14194100 36235751 PMC9573395 · DOI
  41. [45]Olmedo-Requena R Gomez-Fernandez J Amezcua-Prieto C Mozas-Moreno J Khan KS Jiménez-Moleón JJ. Pre-pregnancy adherence to the mediterranean diet and gestational diabetes mellitus: A case-control study. Nutrients. (2019) 11: 51003. 10.3390/nu11051003 31052474 PMC6566892 · DOI · Paper page
  42. [46]Tryggvadottir EA Halldorsson TI Landberg R Hrolfsdottir L Birgisdottir BE Magnusdottir OK. Higher alkylresorcinol concentrations, a consequence of whole-grain intake, are inversely associated with gestational diabetes mellitus in Iceland. J Nutr. (2021) 151: 1159– 66. 10.1093/jn/nxaa449 33693761 · DOI
  43. [48]Pajunen L Korkalo L Koivuniemi E Houttu N Pellonperä O Mokkala K. A healthy dietary pattern with a low inflammatory potential reduces the risk of gestational diabetes mellitus. Eur J Nutr. (2022) 61: 1477– 90. 10.1007/s00394-021-02749-z 34846602 PMC8921111 · DOI
  44. [49]Zhang C Yi N. Effect of dietary and lifestyle factors on the risk of gestational diabetes: Review of epidemiologic evidence. Am J Clin Nutr. (2011) 2011(Suppl.6):1975S. 10.3945/ajcn.110.001032 21613563 PMC3364079 · DOI
  45. [50]Belobrajdic DP Bird AR. The potential role of phytochemicals in wholegrain cereals for the prevention of type-2 diabetes. Nutr J. (2013) 12: 62. 10.1186/1475-2891-12-62 23679924 PMC3658901 · DOI
  46. [51]Qin JB Yang TB Li FR Wang H. Whole-grain intake and risk of type 2 diabetes. Am J Clin Nutr. (2016) 104: 1722– 3. 10.3945/ajcn.116.143180 27935529 · DOI
  47. [52]Kang C Wang B Kaliannan K Wang X Lang H Hui S. Gut microbiota mediates the protective effects of dietary capsaicin against chronic low-grade inflammation and associated obesity induced by high-fat diet. mBio. (2017) 8: 17. 10.1128/mBio.00470-17 28536285 PMC5442453 · DOI
  48. [53]Quan W Zeng M Jiao Y Li Y Xue C Liu G. Western dietary patterns, foods, and risk of gestational diabetes mellitus: A systematic review and meta-analysis of prospective cohort studies. Adv Nutr. (2021) 12: 1353– 64. 10.1093/advances/nmaa184 33578428 PMC8321835 · DOI
  49. [54]Skórzyńska-Dziduszko KE Kimber-Trojnar Z Patro-Małysza J Olszewska A Zaborowski T Małecka-Massalska T. An interplay between obesity and inflammation in gestational diabetes mellitus. Curr Pharm Biotechnol. (2016) 17: 603– 13. 10.2174/1389201017666160127105926 26813307 · DOI
  50. [55]Rodrigo N Glastras SJ. The emerging role of biomarkers in the diagnosis of gestational diabetes mellitus. J Clin Med. (2018) 7: 60120. 10.3390/jcm7060120 29882903 PMC6024961 · DOI
  51. [56]Raghavan R Dreibelbis C Kingshipp BL Wong YP Abrams B Gernand AD. Dietary patterns before and during pregnancy and maternal outcomes: A systematic review. Am J Clin Nutr. (2019) 109(Suppl.7):705s−28s. 10.1093/ajcn/nqy216 30982868 · DOI
  52. [58]Cui Y Liao M Xu A Chen G Liu J Yu X. Association of maternal pre-pregnancy dietary intake with adverse maternal and neonatal outcomes: A systematic review and meta-analysis of prospective studies. Crit Rev Food Sci Nutr. (2021) 2021: 1– 22. 10.1080/10408398.2021.1989658 34666569 · DOI
  53. [59]Caut C Leach M Steel A. Dietary guideline adherence during preconception and pregnancy: A systematic review. Matern Child Nutr. (2020) 16: e12916. 10.1111/mcn.12916 31793249 PMC7083492 · DOI
  54. [60]Olmedo-Requena R Gómez-Fernández J Mozas-Moreno J Lewis-Mikhael A-M Bueno-Cavanillas A Jiménez-Moleón J-J. Factors associated with adherence to nutritional recommendations before and during pregnancy. Women Health. (2018) 58: 1094– 111. 10.1080/03630242.2017.1388332 29120272 · DOI
  55. [61]Yu Y Feng C Bédard B Fraser W Dubois L. Diet quality during pregnancy and its association with social factors: 3D Cohort Study (Design, Develop, Discover). Matern Child Nutr. (2022) 18: e13403. 10.1111/mcn.13403 35821643 PMC9480933 · DOI
  56. [63]Khaled K Tsofliou F Hundley V Helmreich R Almilaji O. Perceived stress and diet quality in women of reproductive age: A systematic review and meta-analysis. Nutr J. (2020) 19: 92. 10.1186/s12937-020-00609-w 32859204 PMC7456060 · DOI
  57. [65]Chiuve SE Fung TT Rimm EB Hu FB McCullough ML Wang M. Alternative dietary indices both strongly predict risk of chronic disease. J Nutr. (2012) 142: 1009– 18. 10.3945/jn.111.157222 22513989 PMC3738221 · DOI · Paper page
  58. [67]Donazar-Ezcurra M López-Del Burgo C Bes-Rastrollo M. Primary prevention of gestational diabetes mellitus through nutritional factors: A systematic review. BMC Pregn Childb. (2017) 17: 30. 10.1186/s12884-016-1205-4 28086820 PMC5237148 · DOI
  59. [69]Zhang C Rawal S Chong YS. Risk factors for gestational diabetes: Is prevention possible? Diabetologia. (2016) 59: 1385– 90. 10.1007/s00125-016-3979-3 27165093 PMC6364673 · DOI
  60. [70]Dode MA dos Santos IS. Non classical risk factors for gestational diabetes mellitus: A systematic review of the literature. Cad Saude Publica. (2009) 25(Suppl.3): S341– 59. 10.1590/S0102-311X2009001500002 20027384 · DOI · Paper page

Cited by

Sorted by citations

Authors
Gao, X., Zheng, Q., Jiang, X., Chen, X., Liao, Y., & Pan, Y.
Affiliations
Fujian Medical University (CN)
Venue
Frontiers in Public Health
Published
2023-01-09
Volume
10
Pages
1062304-1062304
ISSN
2296-2565 (ISSN-L)
OpenAlex
W4313888905
Cited by
35
References
9
Citations by year
2026: 11 · 2025: 11 · 2024: 10 · 2023: 3
FWCI
1.73
Type
journal article
Language
en
Open access
Locations
  • Frontiers in Public Health (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
Topics
  • Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Nutritional Studies and Diet
  • Health Sciences › Medicine › Obstetrics and Gynecology › Gestational Diabetes Research and Management
  • Health Sciences › Medicine › Physiology › Diet and metabolism studies
Keywords
gestational diabetes mellitus, diet quality, Mediterranean diet, DASH diet, Alternative Healthy Eating Index, plant-based diet, dietary guidelines adherence, Dietary Inflammatory Index, low-carbohydrate diet, prenatal nutrition
MeSH terms
Diet, Healthy, China, Female, Humans, Hypertension, Pregnancy, Diabetes, Gestational, Diet, Mediterranean

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review