Skip to main content
Log in

Diet quality scores in relation to metabolic risk factors in Japanese adults: a cross-sectional analysis from the 2012 National Health and Nutrition Survey, Japan

  • Original Contribution
  • Published:
European Journal of Nutrition Aims and scope Submit manuscript

Abstract

Objective

Associations between the overall quality of Japanese diets and metabolic risk factors are largely unknown. This cross-sectional study investigated this issue using data from the 2012 National Health and Nutrition Survey, Japan.

Methods

Dietary intake was assessed by a 1-day weighed dietary record in 15,618 Japanese adults aged ≥ 20 years. Overall diet quality was assessed by adherence to the Japanese Food Guide Spinning Top (JFG score), its modified version (modified JFG score), the Mediterranean diet score (MDS) and the Dietary Approaches to Stop Hypertension (DASH) score. Metabolic risk factors included BMI, waist circumference, blood pressure, total, HDL- and LDL-cholesterol and glycated haemoglobin.

Results

While DASH score was consistently associated with favourable nutrient intake patterns (including higher micronutrient and dietary fibre intakes and lower SFA and sodium intakes), other scores were associated with both favourable and unfavourable aspects (e.g., lower micronutrient intakes for JFG score, higher SFA intakes for modified JFG score and higher sodium intakes for MDS). The associations with metabolic risk factors were also inconsistent and unexpected, including positive associations of JFG and modified JFG scores with LDL-cholesterol, inverse associations of MDS with HDL-cholesterol and null associations of DASH score with blood pressure.

Conclusions

This study did not show expected and consistent associations of the four available diet quality scores with nutrient intakes and metabolic risk factors in Japanese adults. This in turn suggests the need for a scientific base on which to develop an appropriate tool for assessing the quality of diets in the Japanese context.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Similar content being viewed by others

References

  1. Sasaki S (2011) The value of the National Health and Nutrition Survey in Japan. Lancet 378:1205–1206

    Article  PubMed  Google Scholar 

  2. Ikeda N, Saito E, Kondo N et al (2011) What has made the population of Japan healthy? Lancet 378:1094–1105

    Article  PubMed  Google Scholar 

  3. Yoshiike N, Hayashi F, Takemi Y et al (2007) A new food guide in Japan: the Japanese food guide Spinning Top. Nutr Rev 65:149–154

    Article  PubMed  Google Scholar 

  4. Oba S, Nagata C, Nakamura K et al (2009) Diet based on the Japanese Food Guide Spinning Top and subsequent mortality among men and women in a general Japanese population. J Am Diet Assoc 109:1540–1547

    Article  PubMed  Google Scholar 

  5. Kurotani K, Akter S, Kashino I et al (2016) Quality of diet and mortality among Japanese men and women: Japan Public Health Center based prospective study. BMJ 352:i1209

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  6. Nishimura T, Murakami K, Livingstone MB et al (2015) Adherence to the food-based Japanese dietary guidelines in relation to metabolic risk factors in young Japanese women. Br J Nutr 114:645–653

    Article  CAS  PubMed  Google Scholar 

  7. Kuriyama N, Murakami K, Livingstone MB et al (2016) Development of a food-based diet quality score for Japanese: associations of the score with nutrient intakes in young, middle-aged, and older Japanese women. J Nutr Sci 5:e41

    Article  PubMed  PubMed Central  Google Scholar 

  8. Kastorini CM, Milionis HJ, Esposito K et al (2011) The effect of Mediterranean diet on metabolic syndrome and its components: a meta-analysis of 50 studies and 534,906 individuals. J Am Coll Cardiol 57:1299–1313

    Article  CAS  PubMed  Google Scholar 

  9. Appel LJ, Brands MW, Daniels SR et al (2006) Dietary approaches to prevent and treat hypertension: a scientific statement from the American Heart Association. Hypertension 47:296–308

    Article  CAS  PubMed  Google Scholar 

  10. Godos J, Zappala G, Bernardini S et al (2017) Adherence to the Mediterranean diet is inversely associated with metabolic syndrome occurrence: a meta-analysis of observational studies. Int J Food Sci Nutr 68:138–148

    Article  CAS  PubMed  Google Scholar 

  11. Sofi F, Abbate R, Gensini GF et al (2010) Accruing evidence about benefits of adherence to the Mediterranean diet on health: an updated systematic review and meta-analysis. Am J Clin Nutr 92:1189–1196

    Article  CAS  PubMed  Google Scholar 

  12. Siervo M, Lara J, Chowdhury S et al (2015) Effects of the Dietary Approach to Stop Hypertension (DASH) diet on cardiovascular risk factors: a systematic review and meta-analysis. Br J Nutr 113:1–15

    Article  CAS  PubMed  Google Scholar 

  13. Schwingshackl L, Hoffmann G (2015) Diet quality as assessed by the Healthy Eating Index, the Alternate Healthy Eating Index, the Dietary Approaches to Stop Hypertension score, and health outcomes: a systematic review and meta-analysis of cohort studies. J Acad Nutr Diet 115:780–800

    Article  PubMed  Google Scholar 

  14. Schwingshackl L, Bogensberger B, Hoffmann G (2018) Diet quality as assessed by the Healthy Eating Index, Alternate Healthy Eating Index, Dietary Approaches to Stop Hypertension Score, and health outcomes: an updated systematic review and meta-analysis of cohort studies. J Acad Nutr Diet 118:74–100

    Article  PubMed  Google Scholar 

  15. Micha R, Khatibzadeh S, Shi P, Andrews KG et al (2015) Global, regional and national consumption of major food groups in 1990 and 2010: a systematic analysis including 266 country-specific nutrition surveys worldwide. BMJ Open 5:e008705

    Article  PubMed  PubMed Central  Google Scholar 

  16. Ministry of Health, Labour and Welfare, Japan (2014) The National Health and Nutrition Survey in Japan, 2012. http://www.mhlw.go.jp/bunya/kenkou/eiyou/h24-houkoku.html (in Japanese). Accessed 21 June 2018

  17. Murakami K, Livingstone MB, Okubo H et al (2017) Energy density of the diets of Japanese adults in relation to food and nutrient intake and general and abdominal obesity: a cross-sectional analysis from the 2012 National Health and Nutrition Survey, Japan. Br J Nutr 117:161–169

    Article  CAS  PubMed  Google Scholar 

  18. Murakami K, Livingstone MB, Okubo H et al (2017) Higher dietary acid load is weakly associated with higher adiposity measures and blood pressure in Japanese adults: the National Health and Nutrition Survey. Nutr Res 44:67–75

    Article  CAS  PubMed  Google Scholar 

  19. Murakami K, Livingstone MB, Sasaki S (2017) Establishment of a meal coding system for the characterization of meal-based dietary patterns in Japan. J Nutr 147:2093–2101

    CAS  PubMed  Google Scholar 

  20. Science and Technology Agency (2005) Standard tables of food composition in Japan, fifth revised and enlarged edition. Printing Bureau of the Ministry of Finance, Tokyo (in Japanese)

    Google Scholar 

  21. Ikeda N, Takimoto H, Imai S et al (2015) Data resource profile: the Japan National Health and Nutrition Survey (NHNS). Int J Epidemiol 44:1842–1849

    Article  PubMed  Google Scholar 

  22. Iwaoka F, Yoshiike N, Date C et al (2001) A validation study on a method to estimate nutrient intake by family members through a household-based food-weighing survey. J Nutr Sci Vitaminol 47:222–227

    Article  CAS  PubMed  Google Scholar 

  23. Murakami K, Livingstone MB, Okubo H et al (2016) Younger and older ages and obesity are associated with energy intake underreporting but not overreporting in Japanese boys and girls aged 1–19 years: the National Health and Nutrition Survey. Nutr Res 36:1153–1161

    Article  CAS  PubMed  Google Scholar 

  24. Murakami K, Livingstone MB, Okubo H et al (2018) Prevalence and characteristics of misreporting of energy intake in Japanese adults: the 2012 National Health and Nutrition Survey. Asia Pac J Clin Nutr 27:441–450

    PubMed  Google Scholar 

  25. Sakai H, Murakami K, Kobayashi S et al (2017) Food-based diet quality score in relation to depressive symptoms in young and middle-aged Japanese women. Br J Nutr 117:1674–1681

    Article  CAS  PubMed  Google Scholar 

  26. Trichopoulou A, Orfanos P, Norat T et al (2005) Modified Mediterranean diet and survival: EPIC-elderly prospective cohort study. BMJ 330:991

    Article  PubMed  PubMed Central  Google Scholar 

  27. Struijk EA, Beulens JW, May AM et al (2014) Dietary patterns in relation to disease burden expressed in disability-adjusted life years. Am J Clin Nutr 100:1158–1165

    Article  CAS  PubMed  Google Scholar 

  28. Fung TT, Chiuve SE, McCullough ML et al (2008) Adherence to a DASH-style diet and risk of coronary heart disease and stroke in women. Arch Intern Med 168:713–720

    Article  PubMed  Google Scholar 

  29. Nakamura M, Kiyama M, Kitamura A et al (2013) Revised system to evaluate measurement of blood chemistry data from the Japanese National Health and Nutrition Survey and Prefectural Health and Nutrition Surveys. J Epidemiol 23:28–34

    Article  PubMed  Google Scholar 

  30. Black AE (2000) Critical evaluation of energy intake using the Goldberg cut-off for energy intake:basal metabolic rate. A practical guide to its calculation, use and limitations. Int J Obes Relat Metab Disord 24:1119–1130

    Article  CAS  PubMed  Google Scholar 

  31. Ganpule AA, Tanaka S, Ishikawa-Takata K et al (2007) Interindividual variability in sleeping metabolic rate in Japanese subjects. Eur J Clin Nutr 61:1256–1261

    Article  CAS  PubMed  Google Scholar 

  32. Miyake R, Tanaka S, Ohkawara K et al (2011) Validity of predictive equations for basal metabolic rate in Japanese adults. J Nutr Sci Vitaminol 57:224–232

    Article  CAS  PubMed  Google Scholar 

  33. Asghari G, Mirmiran P, Yuzbashian E et al (2017) A systematic review of diet quality indices in relation to obesity. Br J Nutr 117:1055–1065

    Article  CAS  PubMed  Google Scholar 

  34. Hosseini Z, Whiting SJ, Vatanparast H (2016) Current evidence on the association of the metabolic syndrome and dietary patterns in a global perspective. Nutr Res Rev 29:152–162

    Article  PubMed  Google Scholar 

  35. Mensink RP, Zock PL, Kester AD et al (2003) Effects of dietary fatty acids and carbohydrates on the ratio of serum total to HDL cholesterol and on serum lipids and apolipoproteins: a meta-analysis of 60 controlled trials. Am J Clin Nutr 77:1146–1155

    Article  CAS  Google Scholar 

  36. Fernandez ML, West KL (2005) Mechanisms by which dietary fatty acids modulate plasma lipids. J Nutr 135:2075–2078

    Article  CAS  PubMed  Google Scholar 

  37. Livingstone MB, Black AE (2003) Markers of the validity of reported energy intake. J Nutr 133:895S–920S

    Article  CAS  PubMed  Google Scholar 

  38. Hu FB (2002) Dietary pattern analysis: a new direction in nutritional epidemiology. Curr Opin Lipidol 13:3–9

    Article  CAS  PubMed  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Contributions

KM designed the study, analysed and interpreted the data and wrote the manuscript. MBEL and SS helped in the writing of the manuscript. All authors read and approved the final manuscript.

Corresponding author

Correspondence to Kentaro Murakami.

Ethics declarations

Ethical aspects

This survey was conducted according to the guidelines laid down in the Declaration of Helsinki, and verbal informed consent was obtained from all individual participants. Under the Statistics Act, the Ministry of Health, Labour and Welfare anonymized individual-level data collected from the NHNSJ, and provided the first author with the datasets for this study. In accordance with the Ethical Guidelines of Epidemiological Research established by the Ministry of Education, Culture, Sports, Science and Technology and the Ministry of Health, Labour and Welfare, an institutional review board approval was not required for this analysis.

Conflict of interest

All authors declare that there was no conflict of interest.

Financial support

This work was supported in part by the Health and Labour Sciences Research Grant (No. H29-jyunkankitou-ippan-006) from the Ministry of Health, Labour and Welfare, Japan. The Ministry of Health, Labour and Welfare had no role in the design, analysis or writing of this article.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary material 1 (DOC 261 KB)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Murakami, K., Livingstone, M.B.E. & Sasaki, S. Diet quality scores in relation to metabolic risk factors in Japanese adults: a cross-sectional analysis from the 2012 National Health and Nutrition Survey, Japan. Eur J Nutr 58, 2037–2050 (2019). https://doi.org/10.1007/s00394-018-1762-6

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00394-018-1762-6

Keywords

Navigation