Perfluoroalkyl Chemicals and Chronic Kidney Disease in US Adults
American Journal of Epidemiology
ª The Author 2011. Published by Oxford University Press on behalf of the Johns Hopkins Bloomberg School of
Public Health. All rights reserved. For permissions, please e-mail: .
Vol. 174, No. 8
DOI: 10.1093/aje/kwr171
Advance Access publication:
August 26, 2011
Original Contribution
Perfluoroalkyl Chemicals and Chronic Kidney Disease in US Adults
Anoop Shankar*, Jie Xiao, and Alan Ducatman
* Correspondence to Dr. Anoop Shankar, Department of Community Medicine, School of Medicine, West Virginia University,
1 Medical Center Drive, PO Box 9190, Morgantown, WV 26506 (e-mail: ).
Initially submitted June 7, 2010; accepted for publication April 25, 2011.
fluorocarbons; kidney diseases; nutrition surveys
Abbreviations: BMI, body mass index; CKD, chronic kidney disease; eGFR, estimated glomerular filtration rate; NHANES, National
Health and Nutrition Examination Survey; PFCs, perfluoroalkyl chemicals; PFOA, perfluorooctanoic acid; PFOS, perfluorooctane
sulfonate; SE, standard error.
Chronic kidney disease (CKD), defined as a glomerular
filtration rate of less than 60 mL/minute/1.73 m2 (1, 2), is present in approximately 13.1% of the adult US population (3).
CKD is a stage early in the renal disease continuum in which
prevention and/or delay of irreversible kidney damage that
leads to end-stage renal disease may be possible. CKD is
also known to be an independent risk factor for cardiovascular disease and early death (4). In a recent study in which
2 consecutive national surveys were compared, Coresh et al. (3)
reported an increase in the prevalence of CKD from 1988–1994
to 1999–2004, suggesting it to be a growing public health
problem. From a public health point of view, identifying new
risk factors for CKD, particularly widely available environmental exposures that have not been previously studied, is
therefore important.
There is growing concern regarding human exposure
to perfluoroalkyl chemicals (PFCs), including perfluorooctanoic acid (PFOA) and perfluorooctane sulfonate (PFOS),
because these chemicals are persistent in the environment,
bioaccumulated, and biomagnified along food chains and
have been shown to cause developmental and other adverse
health effects in laboratory animals (5, 6). PFCs have been
widely used in the manufacture of industrial and consumer
products such as surfactants, lubricants, polishes, paper and
textile coatings, food packaging, and fire-retarding foams.
PFCs have been detected in the blood of more than 98% of
the US population (7). Although both PFOS and PFOA
share a ubiquitous presence among both humans and wildlife, PFOS has a wider distribution that is attributed in part
to its resistance to degradation in ecologic systems and its
893
Am J Epidemiol. 2011;174(8):893–900
Chronic kidney disease (CKD) is a major public health problem. Identifying novel risk factors for CKD, including
widely prevalent environmental exposures, is therefore important. Perfluoroalkyl chemicals (PFCs), including
perfluorooctanoic acid and perfluorooctane sulfonate, are manmade chemicals that have been detected in the
blood of more than 98% of the US population. Results from experimental animal studies have suggested that an
association between PFCs and CKD is plausible. However, in humans, the relation between serum PFCs and CKD
has not been examined. The authors examined the relation of serum PFCs and CKD in 4,587 adult participants
(51.1% women) from the combined 1999–2000 and 2003–2008 cycles of the National Health and Nutritional
Examination Survey for whom PFC measurements were available. The main outcome was CKD, defined as
a glomerular filtration rate of less than 60 mL/minute/1.73 m2. The authors found that serum levels of PFCs,
including perfluorooctanoic acid and perfluorooctane sulfonate, were positively associated with CKD. This association was independent of confounders such as age, sex, race/ethnicity, body mass index, diabetes, hypertension,
and serum cholesterol level. Compared with subjects in quartile 1 (referent), the multivariable odds ratio for CKD
among subjects in quartile 4 was 1.73 (95% confidence interval: 1.04, 2.88; P for trend ¼ 0.015) for perfluorooctanoic acid and 1.82 (95% confidence interval: 1.01, 3.27; P for trend ¼ 0.019) for perfluorooctane sulfonate. The
present results suggest that elevated PFC levels are associated with CKD.
894 Shankar et al.
MATERIALS AND METHODS
The current study was based on merged data from the
1999–2000, 2003–2004, 2005–2006, and 2007–2008 cycles
of the National Health and Nutrition Examination Survey
(NHANES). Detailed descriptions of the NHANES study
design and methods have been published previously (32).
In brief, the NHANES survey includes a stratified, multistage probability sample representative of the civilian noninstitutionalized US population. Selection is based on counties,
blocks, households, and individuals within households and includes oversampling of low-income persons, persons 60 years
of age or older, African Americans, and Mexican Americans to
provide stable estimates for these groups. The survey also includes biomonitoring for PFCs by the National Center for
Environmental Health in a random subsample of one-third of
the participants. Subjects are required to sign a consent form
before participation, and approval was obtained from the Human Subjects Committee of the US Department of Health and
Human Services.
The present study sample consisted of 5,717 NHANES
participants 20 years of age or older for whom PFC measurements were available. We further excluded subjects with
self-reported cardiovascular disease (n ¼ 572) or missing
data (n ¼ 558) on serum creatinine or covariates included in
the multivariable model, including educational level, body
mass index (BMI), and cholesterol levels. This resulted in
4,587 participants (51.1% women).
Main outcome of interest: CKD
In NHANES 1999–2000, serum creatinine measurements
were performed at the Coulston Foundation Laboratory
(Boston, Massachusetts) using a Roche Hitachi 917 analyzer (Roche Diagnostics, Indianapolis, Indiana; kinetic
alkaline picrate) (33). We used the following Deming regression equation provided by Selvin et al. (34) in a calibration substudy to standardize NHANES 1999–2000 serum
creatinine levels: standard creatinine ¼ 0.147 þ 1.013 3
(NHANES 1999–2000 uncalibrated serum creatinine).
In NHANES 2003–2006, serum creatinine measurements were performed at Collaborative Laboratory Services
(Ottumwa, Iowa) using the Beckman Coulter Synchron LX20
(Beckman Coulter, Fullerton, California; kinetic alkaline picrate) (35, 36). We did not correct the NHANES 2003–2004
serum creatinine values as recommended by the calibration
study (34). However, we applied the following equation to
standardize NHANES 2005–2006 serum creatinine levels
as recommended by the National Center for Health Statistics on the basis of their calibration study (36): standard
creatinine ¼ 0.016 þ 0.978 3 (NHANES 2005–2006 uncalibrat (...truncated)