Applying Recovery Biomarkers to Calibrate Self-Report Measures of Energy and Protein in the Hispanic Community Health Study/Study of Latinos
American Journal of Epidemiology
© The Author 2015. Published by Oxford University Press on behalf of the Johns Hopkins Bloomberg School of Public Health.
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Vol. 181, No. 12
DOI: 10.1093/aje/kwu468
Advance Access publication:
May 20, 2015
Practice of Epidemiology
Applying Recovery Biomarkers to Calibrate Self-Report Measures of Energy and
Protein in the Hispanic Community Health Study/Study of Latinos
Yasmin Mossavar-Rahmani*, Pamela A. Shaw, William W. Wong, Daniela Sotres-Alvarez,
Marc D. Gellman, Linda Van Horn, Mark Stoutenberg, Martha L. Daviglus, Judith Wylie-Rosett,
Anna Maria Siega-Riz, Fang-Shu Ou, and Ross L. Prentice
Initially submitted July 18, 2014; accepted for publication December 18, 2014.
We investigated measurement error in the self-reported diets of US Hispanics/Latinos, who are prone to obesity
and related comorbidities, by background (Central American, Cuban, Dominican, Mexican, Puerto Rican, and
South American) in 2010–2012. In 477 participants aged 18–74 years, doubly labeled water and urinary nitrogen
were used as objective recovery biomarkers of energy and protein intakes. Self-report was captured from two 24hour dietary recalls. All measures were repeated in a subsample of 98 individuals. We examined the bias of dietary
recalls and their associations with participant characteristics using generalized estimating equations. Energy intake
was underestimated by 25.3% (men, 21.8%; women, 27.3%), and protein intake was underestimated by 18.5%
(men, 14.7%; women, 20.7%). Protein density was overestimated by 10.7% (men, 11.3%; women, 10.1%). Higher
body mass index and Hispanic/Latino background were associated with underestimation of energy (P < 0.05). For
protein intake, higher body mass index, older age, nonsmoking, Spanish speaking, and Hispanic/Latino background were associated with underestimation (P < 0.05). Systematic underreporting of energy and protein intakes
and overreporting of protein density were found to vary significantly by Hispanic/Latino background. We developed
calibration equations that correct for subject-specific error in reporting that can be used to reduce bias in dietdisease association studies.
biological markers; calibration equations; dietary measurement error; Hispanics/Latinos; 24-hour dietary recall;
nutrition assessment
Abbreviations: BMI, body mass index; DLW, doubly labeled water; HCHS, Hispanic Community Health Study; PABA, paraaminobenzoic acid; SOL, Study of Latinos; SOLNAS, Study of Latinos: Nutrition and Physical Activity Assessment Study.
ment error of dietary self-report. Calibration equations using
this strategy can improve assessment of diet and disease association by adjusting for self-reported intake measurement
error (5, 9). For example, calibrated, but not uncalibrated,
energy was positively correlated with total and site-specific
cancer incidence and coronary heart disease incidence in
postmenopausal US women (1, 10). Calibrated, but not uncalibrated, protein intake was also associated with diabetes
risk in the same population (6).
As part of the Study of Latinos: Nutrition and Physical Activity Assessment Study (SOLNAS), biomarker and self-report
A growing body of research suggests that systematic bias
and variability in self-reported dietary data can distort important associations between diet and disease (1–7). Although
measurement error may relate to cultural differences or differences in the methodology of surveys (8), these biases have
been relatively unexplored in the Hispanic/Latino population
in the United States. Assessing objective recovery biomarkers such as doubly labeled water (DLW) and urinary nitrogen
in combination with participant characteristics such as age,
body mass index (weight (kg)/height (m)2), and background
(2) helps to account for the systematic and random measure996
Am J Epidemiol. 2015;181(12):996–1007
* Correspondence to Dr. Yasmin Mossavar-Rahmani, Division of Health Promotion and Nutrition Research, Department of Epidemiology and
Population Health, Albert Einstein College of Medicine, 1300 Morris Park Avenue, Block Building, Room 339, Bronx, NY 10461
(e-mail: ).
Calibrating Dietary Intake by Using Biomarkers 997
measures of diet were collected in a subsample of the multicenter Hispanic Community Health Study (HCHS)/Study of
Latinos (SOL) cohort to create estimates of calibrated energy
and protein consumption. We also explored whether Hispanic/
Latino background (Central American, Cuban, Dominican,
Mexican, Puerto Rican, and South American), in addition to
other participant characteristics, influences the measurement
error of dietary self-report.
METHODS
Study population
HCHS/SOL Parent
Study Baseline Visit
Day 1 includes
anthropometry,
physical
activity (GPAQ),
and other
questionnaires
and in-person
24-hour dietary
recall.
Days 1–7 include
Actical.
Days 5–90 include
2nd 24-hour
dietary recall
by telephone.
Visit 1
(n = 485)
Informed consent
Anthropometry
Pre-DLW spot
urine samples
DLW dosing
2 post-DLW spot
urine samples
In-person 24-hour
dietary recall
Sedentary
behavior and
body image
questionnaires
Study protocol and procedures
The DLW recovery biomarker was used to assess total energy expenditure over approximately a 2-week period (14).
Visit 2
(n = 478)
Visit 3
(n = 98)
Visit 4
(n = 96)
12 days after
SOLNAS
visit 1
Reliability
subsample
Reliability
subsample
5–7 months postSOLNAS
visit 1
12 days after
SOLNAS
visit 3
Repeat procedures
as in SOLNAS
visit 1 plus
instructions for
Actical
Repeat procedures
as in SOLNAS
visit 2
Bring 24-hour
urine sample
to visit
Weight
Fasting blood draw
Fasting urine
1 spot urine
sample
Indirect calorimetry
2nd 24-hour
dietary recall
by telephone
(5–90 days
after visit 3)
Collect Actical
(7 days of wear)
from
participants
24-hour urine
collection
instructions
Within 7 Months After
Parent Study Visit
Invitation letter and
telephone screening
for SOLNAS
If Eligible and Willing to
Enroll in SOLNAS
Not Eligible
Figure 1. Study of Latinos: Nutrition and Physical Activity Assessment Study (SOLNAS) procedures, 2010–2012. Invitation letter and telephone
screening for SOLNAS occurred 12 months after the parent study visit for the San Diego site. DLW, doubly labeled water; GPAQ, Global Physical
Activity Questionnaire; HCHS, Hispanic Community Health Study; SOL, Study of Latinos. Actical is an accelerometer that converts accelerations to
a unit called “counts” over a given time period (1 minute) (Phillips Respironics, Bend, Oregon).
Am J Epidemiol. 2015;181(12):996–1007
HCHS/SOL is a community-based cohort study of 16,415
self-identified Hispanic/Latino adults aged 18–74 years
from (...truncated)