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Published in: Nutrition Journal 1/2009

Open Access 01-12-2009 | Research

Repeatability and measurement error in the assessment of choline and betaine dietary intake: the Atherosclerosis Risk in Communities (ARIC) Study

Authors: Aurelian Bidulescu, Lloyd E Chambless, Anna Maria Siega-Riz, Steven H Zeisel, Gerardo Heiss

Published in: Nutrition Journal | Issue 1/2009

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Abstract

Background

The repeatability of a risk factor measurement affects the ability to accurately ascertain its association with a specific outcome. Choline is involved in methylation of homocysteine, a putative risk factor for cardiovascular disease, to methionine through a betaine-dependent pathway (one-carbon metabolism). It is unknown whether dietary intake of choline meets the recommended Adequate Intake (AI) proposed for choline (550 mg/day for men and 425 mg/day for women). The Estimated Average Requirement (EAR) remains to be established in population settings. Our objectives were to ascertain the reliability of choline and related nutrients (folate and methionine) intakes assessed with a brief food frequency questionnaire (FFQ) and to estimate dietary intake of choline and betaine in a bi-ethnic population.

Methods

We estimated the FFQ dietary instrument reliability for the Atherosclerosis Risk in Communities (ARIC) study and the measurement error for choline and related nutrients from a stratified random sample of the ARIC study participants at the second visit, 1990–92 (N = 1,004). In ARIC, a population-based cohort of 15,792 men and women aged 45–64 years (1987–89) recruited at four locales in the U.S., diet was assessed in 15,706 baseline study participants using a version of the Willett 61-item FFQ, expanded to include some ethnic foods. Intraindividual variability for choline, folate and methionine were estimated using mixed models regression.

Results

Measurement error was substantial for the nutrients considered. The reliability coefficients were 0.50 for choline (0.50 for choline plus betaine), 0.53 for folate, 0.48 for methionine and 0.43 for total energy intake. In the ARIC population, the median and the 75th percentile of dietary choline intake were 284 mg/day and 367 mg/day, respectively. 94% of men and 89% of women had an intake of choline below that proposed as AI. African Americans had a lower dietary intake of choline in both genders.

Conclusion

The three-year reliability of reported dietary intake was similar for choline and related nutrients, in the range as that published in the literature for other micronutrients. Using a brief FFQ to estimate intake, the majority of individuals in the ARIC cohort had an intake of choline below the values proposed as AI.
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Literature
2.
go back to reference Zeisel SH, Mar M-H, Howe JC, Holden JM: Concentrations of choline-containing compounds and betaine in common foods. Journal of Nutrition. 2003, 133: 1302-1307.PubMed Zeisel SH, Mar M-H, Howe JC, Holden JM: Concentrations of choline-containing compounds and betaine in common foods. Journal of Nutrition. 2003, 133: 1302-1307.PubMed
3.
go back to reference James SJ, Yin L: Diet-induced DNA damage and altered nucleotide metabolism in lymphocytes from methyl-donor-deficient rats. Carcinogenesis. 1989, 10: 1209-14. 10.1093/carcin/10.7.1209.CrossRefPubMed James SJ, Yin L: Diet-induced DNA damage and altered nucleotide metabolism in lymphocytes from methyl-donor-deficient rats. Carcinogenesis. 1989, 10: 1209-14. 10.1093/carcin/10.7.1209.CrossRefPubMed
4.
go back to reference Steenge GR, Verhoef P, Katan MB: Betaine supplementation lowers plasma homocysteine in healthy men and women. Journal of Nutrition. 2003, 133: 1291-1295.PubMed Steenge GR, Verhoef P, Katan MB: Betaine supplementation lowers plasma homocysteine in healthy men and women. Journal of Nutrition. 2003, 133: 1291-1295.PubMed
5.
go back to reference Olthof MR, Verhoef P: Effects of Betaine Intake on Plasma Homocysteine Concentrations and Consequences for Health. Curr Drug Metab. 2005, 6 (1): 15-22. 10.2174/1389200052997366.CrossRefPubMed Olthof MR, Verhoef P: Effects of Betaine Intake on Plasma Homocysteine Concentrations and Consequences for Health. Curr Drug Metab. 2005, 6 (1): 15-22. 10.2174/1389200052997366.CrossRefPubMed
6.
go back to reference da Costa K-A, Gaffney CE, Fischer LM, Zeisel SH: Choline deficiency in mice and humans is associated with increased plasma homocysteine concentration following a methionine load. American Journal of Clinical Nutrition. 2005, 81: 440-444.PubMed da Costa K-A, Gaffney CE, Fischer LM, Zeisel SH: Choline deficiency in mice and humans is associated with increased plasma homocysteine concentration following a methionine load. American Journal of Clinical Nutrition. 2005, 81: 440-444.PubMed
7.
go back to reference Harjai KJ: Potential new cardiovascular risk factors: left ventricular hypertrophy, homocysteine, lipoprotein (a), triglycerides, oxidative stress, and fibrinogen. Annals of Internal Medicine. 1999, 131: 376-386.CrossRefPubMed Harjai KJ: Potential new cardiovascular risk factors: left ventricular hypertrophy, homocysteine, lipoprotein (a), triglycerides, oxidative stress, and fibrinogen. Annals of Internal Medicine. 1999, 131: 376-386.CrossRefPubMed
8.
go back to reference Clarke R, Collins R, Lewington S, Donald A, Alfthan G, Tuomilehto J, (Homocysteine Studies Collaboration): Homocysteine and risk of ischemic heart disease and stroke: a meta-analysis. Journal of American Medical Association. 2002, 288: 2015-2022. 10.1001/jama.288.16.2015.CrossRef Clarke R, Collins R, Lewington S, Donald A, Alfthan G, Tuomilehto J, (Homocysteine Studies Collaboration): Homocysteine and risk of ischemic heart disease and stroke: a meta-analysis. Journal of American Medical Association. 2002, 288: 2015-2022. 10.1001/jama.288.16.2015.CrossRef
9.
go back to reference Yates AA, Schlicker SA, Suitor CW: Dietary Reference Intakes: the new basis for recommendations for calcium and related nutrients, B vitamins, and choline. Journal of American Dietary Association. 1998, 98: 699-706. 10.1016/S0002-8223(98)00160-6.CrossRef Yates AA, Schlicker SA, Suitor CW: Dietary Reference Intakes: the new basis for recommendations for calcium and related nutrients, B vitamins, and choline. Journal of American Dietary Association. 1998, 98: 699-706. 10.1016/S0002-8223(98)00160-6.CrossRef
10.
go back to reference Shaw GM, Carmichael SL, Yang W, Selvin S, Schaffer DM: Periconceptional dietary intake of choline and betaine and neural tube defects in offspring. American Journal of Epidemiology. 2004, 160 (2): 102-109. 10.1093/aje/kwh187.CrossRefPubMed Shaw GM, Carmichael SL, Yang W, Selvin S, Schaffer DM: Periconceptional dietary intake of choline and betaine and neural tube defects in offspring. American Journal of Epidemiology. 2004, 160 (2): 102-109. 10.1093/aje/kwh187.CrossRefPubMed
11.
go back to reference Cho E, Zeisel SH, Jacques P, Selhub J, Dougherty L, Colditz GA, Willett WC: Dietary choline and betaine assessed by food-frequency questionnaire in relation to plasma total homocysteine concentration in the Framingham Offspring Study. American Journal of Clinical Nutrition. 2006, 83: 905-11.PubMedPubMedCentral Cho E, Zeisel SH, Jacques P, Selhub J, Dougherty L, Colditz GA, Willett WC: Dietary choline and betaine assessed by food-frequency questionnaire in relation to plasma total homocysteine concentration in the Framingham Offspring Study. American Journal of Clinical Nutrition. 2006, 83: 905-11.PubMedPubMedCentral
12.
go back to reference Chiuve SE, Giovannucci EL, Hankinson SE, Zeisel SH, Dougherty LW, Willett WC, Rimm EB: The association between betaine and choline intakes and the plasma concentrations of homocysteine in women. American Journal of Clinical Nutrition. 2007, 86: 1073-81.PubMedPubMedCentral Chiuve SE, Giovannucci EL, Hankinson SE, Zeisel SH, Dougherty LW, Willett WC, Rimm EB: The association between betaine and choline intakes and the plasma concentrations of homocysteine in women. American Journal of Clinical Nutrition. 2007, 86: 1073-81.PubMedPubMedCentral
13.
go back to reference Institute of Medicine and National Academy of Sciences, USA: Dietary reference intakes for folate, thiamin, riboflavin, niacin, vitamin B12, panthothenic acid, biotin, and choline. 1998, Washington D.C.: National Academy Press, 1: 390-422. Institute of Medicine and National Academy of Sciences, USA: Dietary reference intakes for folate, thiamin, riboflavin, niacin, vitamin B12, panthothenic acid, biotin, and choline. 1998, Washington D.C.: National Academy Press, 1: 390-422.
14.
go back to reference Willett WC: Nutritional epidemiology. 1998, New York, NY: Oxford University Press, 2CrossRef Willett WC: Nutritional epidemiology. 1998, New York, NY: Oxford University Press, 2CrossRef
15.
go back to reference Patterson RE, Kristal AR, Tinker LF, Carter RA, Bolton MP, Agurs-Collins T: Measurement characteristics of the Women's Health Initiative food frequency questionnaire. Annals of Epidemiology. 1999, 9: 178-187. 10.1016/S1047-2797(98)00055-6.CrossRefPubMed Patterson RE, Kristal AR, Tinker LF, Carter RA, Bolton MP, Agurs-Collins T: Measurement characteristics of the Women's Health Initiative food frequency questionnaire. Annals of Epidemiology. 1999, 9: 178-187. 10.1016/S1047-2797(98)00055-6.CrossRefPubMed
16.
go back to reference Satia-Abouta J: Reliability and validity of self-report of vitamin and mineral supplement use in the vitamins and lifestyle study. American Journal of Epidemiology. 2003, 157 (10): 944-954. 10.1093/aje/kwg039.CrossRefPubMed Satia-Abouta J: Reliability and validity of self-report of vitamin and mineral supplement use in the vitamins and lifestyle study. American Journal of Epidemiology. 2003, 157 (10): 944-954. 10.1093/aje/kwg039.CrossRefPubMed
17.
go back to reference Carroll RJ, Freedman LS, Hartman AM: Use of semiquantitative food frequency questionnaires to estimate the distribution of usual intake. American Journal of Epidemiology. 1996, 143 (4): 392-404.CrossRefPubMed Carroll RJ, Freedman LS, Hartman AM: Use of semiquantitative food frequency questionnaires to estimate the distribution of usual intake. American Journal of Epidemiology. 1996, 143 (4): 392-404.CrossRefPubMed
18.
go back to reference Carroll RJ, Freedman LS, Kipnis V: Measurement error and dietary intake. Advances in experimental medicine and biology. 1998, 445: 139-145.CrossRefPubMed Carroll RJ, Freedman LS, Kipnis V: Measurement error and dietary intake. Advances in experimental medicine and biology. 1998, 445: 139-145.CrossRefPubMed
19.
go back to reference The ARIC Investigators: The Atherosclerosis Risk in Communities (ARIC) study: design and objectives. American Journal of Epidemiology. 1989, 129: 687-702. The ARIC Investigators: The Atherosclerosis Risk in Communities (ARIC) study: design and objectives. American Journal of Epidemiology. 1989, 129: 687-702.
20.
go back to reference Littell RC, Milliken GA, Stroup WW, Wolfinger RD: SAS system for mixed models. 1996, Cary, NC, SAS Institute Inc Littell RC, Milliken GA, Stroup WW, Wolfinger RD: SAS system for mixed models. 1996, Cary, NC, SAS Institute Inc
21.
go back to reference Glesser LJ: The importance of assessing measurement reliability in multivariate regression. Journal of the American Statistical Association. 1992, 87 (419): 696-707. 10.2307/2290207.CrossRef Glesser LJ: The importance of assessing measurement reliability in multivariate regression. Journal of the American Statistical Association. 1992, 87 (419): 696-707. 10.2307/2290207.CrossRef
22.
go back to reference Chambless LE, McMahon RP, Brown SA, Patsch W, Heiss G, Shen YL: Short-term intraindividual variability in lipoprotein measurements: the Atherosclerosis Risk in Communities (ARIC) Study. American Journal of Epidemiology. 1992, 136 (9): 1069-1081.PubMed Chambless LE, McMahon RP, Brown SA, Patsch W, Heiss G, Shen YL: Short-term intraindividual variability in lipoprotein measurements: the Atherosclerosis Risk in Communities (ARIC) Study. American Journal of Epidemiology. 1992, 136 (9): 1069-1081.PubMed
23.
go back to reference Zeisel SH, Niculescu MD: Choline and Phosphatidylcholine. Modern Nutrition in Health and Disease. Edited by: Shils ME, Shike M, Ross AC, Caballero B, Cousins RJ. 2006, Baltimore: Lippincott, Williams and Wilkins, 525-536. 10 Zeisel SH, Niculescu MD: Choline and Phosphatidylcholine. Modern Nutrition in Health and Disease. Edited by: Shils ME, Shike M, Ross AC, Caballero B, Cousins RJ. 2006, Baltimore: Lippincott, Williams and Wilkins, 525-536. 10
24.
go back to reference Craig SAS: Betaine in human nutrition. American Journal of Clinical Nutrition. 2004, 80: 539-549.PubMed Craig SAS: Betaine in human nutrition. American Journal of Clinical Nutrition. 2004, 80: 539-549.PubMed
25.
go back to reference Dong C, Yoon W, Goldschmidt-Clermont PJ: DNA methylation and atherosclerosis. Journal of Nutrition. 2002, 132 (8 Suppl): 2406S-2409S.PubMed Dong C, Yoon W, Goldschmidt-Clermont PJ: DNA methylation and atherosclerosis. Journal of Nutrition. 2002, 132 (8 Suppl): 2406S-2409S.PubMed
26.
go back to reference Zaina S, Lindholm MW, Lund G: Nutrition and aberrant DNA methylation patterns in atherosclerosis: more than just hyperhomocysteinemia?. Journal of Nutrition. 2005, 135: 5-8.PubMed Zaina S, Lindholm MW, Lund G: Nutrition and aberrant DNA methylation patterns in atherosclerosis: more than just hyperhomocysteinemia?. Journal of Nutrition. 2005, 135: 5-8.PubMed
27.
go back to reference Zeisel SH, daCosta KA, Franklin PD, Alexander EA, LaMont JT, Sheard NF, Beiser A: Choline, an essential nutrient for humans. FASEB Journal. 1991, 5: 2093-2098.PubMed Zeisel SH, daCosta KA, Franklin PD, Alexander EA, LaMont JT, Sheard NF, Beiser A: Choline, an essential nutrient for humans. FASEB Journal. 1991, 5: 2093-2098.PubMed
28.
go back to reference Jacob RA, Jenden DJ, Allman-Farinelli MA, Swendseid ME: Folate nutriture alters choline status of women and men fed low choline diets. Journal of Nutrition. 1999, 129 (3): 712-717.PubMed Jacob RA, Jenden DJ, Allman-Farinelli MA, Swendseid ME: Folate nutriture alters choline status of women and men fed low choline diets. Journal of Nutrition. 1999, 129 (3): 712-717.PubMed
29.
go back to reference Kim YI, Miller JW, daCosta KA, Nadeau M, Smith D, Selhub J, Zeisel SH, Mason JB: Folate deficiency causes secondary depletion of choline and phosphocholine in liver. J Nutr. 1994, 124 (11): 2197-2203.PubMed Kim YI, Miller JW, daCosta KA, Nadeau M, Smith D, Selhub J, Zeisel SH, Mason JB: Folate deficiency causes secondary depletion of choline and phosphocholine in liver. J Nutr. 1994, 124 (11): 2197-2203.PubMed
30.
go back to reference Bidulescu A, Chambless LE, Siega-Riz AM, Zeisel SH, Heiss G: Usual choline and betaine dietary intake and incident coronary heart disease: the Atherosclerosis Risk in Communities (ARIC) study. BMC Cardiovascular Disorders. 2007, 7: 20-10.1186/1471-2261-7-20.CrossRefPubMedPubMedCentral Bidulescu A, Chambless LE, Siega-Riz AM, Zeisel SH, Heiss G: Usual choline and betaine dietary intake and incident coronary heart disease: the Atherosclerosis Risk in Communities (ARIC) study. BMC Cardiovascular Disorders. 2007, 7: 20-10.1186/1471-2261-7-20.CrossRefPubMedPubMedCentral
31.
go back to reference Dalmeijer GW, Olthof MR, Verhoef P, Bots ML, Schouw van der YT: Prospective study on dietary intakes of folate, betaine, and choline and cardiovascular disease risk in women. European Journal of Clinical Nutrition. 2008, 62 (3): 386-94. 10.1038/sj.ejcn.1602725.CrossRefPubMed Dalmeijer GW, Olthof MR, Verhoef P, Bots ML, Schouw van der YT: Prospective study on dietary intakes of folate, betaine, and choline and cardiovascular disease risk in women. European Journal of Clinical Nutrition. 2008, 62 (3): 386-94. 10.1038/sj.ejcn.1602725.CrossRefPubMed
32.
go back to reference Cho E, Willett WC, Colditz GA, Fuchs CH, Wu K, Chan AT, Zeisel SH, Giovannucci EL: Dietary choline and betaine and the risk of distal colorectal adenoma in women. Journal of National Cancer Institute. 2007, 99: 1224-31. 10.1093/jnci/djm082.CrossRef Cho E, Willett WC, Colditz GA, Fuchs CH, Wu K, Chan AT, Zeisel SH, Giovannucci EL: Dietary choline and betaine and the risk of distal colorectal adenoma in women. Journal of National Cancer Institute. 2007, 99: 1224-31. 10.1093/jnci/djm082.CrossRef
33.
go back to reference Fischer LM, Scearce JA, Mar M-H, Patel J, Blanchard RT, Macintosh BA, Busby MG, Zeisel SH: Ad libitum choline intake in healthy individuals meets or exceeds the proposed adequate intake level. Journal of Nutrition. 2005, 135 (4): 826-829.PubMedPubMedCentral Fischer LM, Scearce JA, Mar M-H, Patel J, Blanchard RT, Macintosh BA, Busby MG, Zeisel SH: Ad libitum choline intake in healthy individuals meets or exceeds the proposed adequate intake level. Journal of Nutrition. 2005, 135 (4): 826-829.PubMedPubMedCentral
34.
go back to reference Rosner B, Willett WC, Spiegelman D: Correction of logistic regression relative risk estimates and confidence intervals for systematic within-person measurement error. Statistics in Medicine. 1989, 8: 1051-1069. 10.1002/sim.4780080413.CrossRefPubMed Rosner B, Willett WC, Spiegelman D: Correction of logistic regression relative risk estimates and confidence intervals for systematic within-person measurement error. Statistics in Medicine. 1989, 8: 1051-1069. 10.1002/sim.4780080413.CrossRefPubMed
35.
go back to reference Spiegelman D, McDermott A, Rosner B: Regression calibration method for correcting measurement-error bias in nutritional epidemiology. 1997, 65 (4): 1179S-1186S. Spiegelman D, McDermott A, Rosner B: Regression calibration method for correcting measurement-error bias in nutritional epidemiology. 1997, 65 (4): 1179S-1186S.
36.
go back to reference Chambless LE, Davis V: Analysis of associations with change in a multivariate outcome variable when baseline is subject to measurement error. Statistics in Medicine. 2003, 22: 1041-1067. 10.1002/sim.1352.CrossRefPubMed Chambless LE, Davis V: Analysis of associations with change in a multivariate outcome variable when baseline is subject to measurement error. Statistics in Medicine. 2003, 22: 1041-1067. 10.1002/sim.1352.CrossRefPubMed
Metadata
Title
Repeatability and measurement error in the assessment of choline and betaine dietary intake: the Atherosclerosis Risk in Communities (ARIC) Study
Authors
Aurelian Bidulescu
Lloyd E Chambless
Anna Maria Siega-Riz
Steven H Zeisel
Gerardo Heiss
Publication date
01-12-2009
Publisher
BioMed Central
Published in
Nutrition Journal / Issue 1/2009
Electronic ISSN: 1475-2891
DOI
https://doi.org/10.1186/1475-2891-8-14

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