Exposure data to perfluoroalkyl and polyfluoroalkyl substances (PFAS) among the US general population 12 years of age and older have been included in the National Health and Nutrition Examination Survey (NHANES) since 1999-2000 (CDC 2015). However, general population data among children 3-11 years of age are limited to those obtained from using pooled sera collected in NHANES 2001-2002 (Kato et al. 2009).
Exposure data in children may impact health later in life and, therefore, are of public health significance. However, data on general exposure to PFAS among American children younger than 12 years do not exist in NHANES using individual samples. To fill this exposure data gap, we measured fourteen PFAS in one third subset of participants 3-11 years of age using surplus sera collected for the measurement of cotinine as part of NHANES 2013-2014.
Participants aged 3-11 years from NHANES 2013-2014 with stored serum.
Solid phase extraction coupled to High Performance Liquid Chromatography-Turbo Ion Spray ionization-tandem Mass Spectrometry (online SPE-HPLC-TIS-MS/MS) is used for the quantitative detection of 14 PFAS: perfluorooctane sulfonamide (PFOSA), 2-(N-methyl-perfluorooctane sulfonamido) acetic acid (Me-PFOSA-AcOH), 2-(N-ethyl-perfluorooctane sulfonamido) acetic acid (Et-PFOSA-AcOH), perfluorobutane sulfonate (PFBuS), perfluorohexane sulfonate (PFHxS), perfluoroheptanoate (PFHpA), perfluorononanoate (PFNA), perfluorodecanoate (PFDeA), perfluoroundecanoate (PFUA), perfluorododecanoate (PFDoA), linear PFOA (n-PFOA), sum of branched isomers of PFOA (Sb-PFOA), linear PFOS (n-PFOS), and sum of perfluoromethylheptane sulfonate isomers (Sm-PFOS). Briefly, after dilution with formic acid, one aliquot of 50 μL of serum is injected into a commercial column switching system allowing for concentration and chromatographic separation of the analytes. Detection and quantification are done using tandem mass spectrometry (Kato, et al. 2011).
Refer to the Laboratory Method Files section for detailed laboratory procedure manual(s) of the methods used.
They were no changes to the lab equipment or lab site for this component compared with those used for measuring PFAS in participants 12 years of age and older in NHANES 2013-2014.
To estimate the total (sum of the isomers measured) concentrations of PFOS and PFOA for each participant, sum the concentrations of n-PFOA and Sb-PFOA for PFOA, and those of n-PFOS and Sm-PFOS for PFOS. If the value of one isomer is less than the limit of detection (LOD), then the imputed value is used. The imputed value is calculated as the LOD divided by the square root of 2 (Hornung et al. 1990) and imputed values are provided in the NHANES public release file. If the values of all isomers are reported as less than the LOD, then the sum will be the sum of each imputed value.
The analytical measurements were conducted following strict quality control/quality assurance CLIA guidelines. Along with the study samples, each analytical run included high- and low-concentration quality control materials (QCs) and serum blanks to assure the accuracy and reliability of the data. The concentrations of the high-concentration QCs and the low-concentration QCs, averaged to obtain one measurement of high-concentration QC and low-concentration QC for each run, were evaluated using standard statistical probability rules (Caudill et al. 2008).
Data were received after all analyses were complete. The data were not edited.
Data Access: All data are publicly available.
Refer to the 2013-2014 Laboratory Data Overview for general information on NHANES laboratory data.
Demographic and Other Related Variables
The analysis of NHANES laboratory data must be conducted with the key survey design and basic demographic variables. The NHANES 2013-2014 Demographic Data File contains demographic data, health indicators, and other related information collected during household interviews as well as the sample design variables. The recommended procedure for variance estimation requires use of stratum and PSU variables (SDMVSTRA and SDMVPSU, respectively) in the demographic data file.
This laboratory data file can be linked to other NHANES data files using the unique survey participant identifier (i.e., SEQN).
Detection Limits
Detection limits were constant for all of the analytes in the data set. Two variables are provided for each analyte.
The variable name ending in “L” (ex., SSPFOAL) indicates whether the result was below the limit of detection: the value “0” means that the result was at or above the limit of detection, “1” indicates that the result was below the limit of detection. For analytes with results below the lower limit of detection (ex., SSPFOAL=1), an imputed fill value was placed in the results field. This value is the lower limit of detection divided by square root of 2 (LLOD/sqrt2).
The other variable prefixed SS (ex., SSNPFOA) provides the analytic result for each analyte.
The lower limit of detection (LLOD, in ng/mL) for the fourteen PFAS are:
Variable Name |
SAS Label |
LLOD |
SSPFSA |
Perfluorooctane sulfonamide (ng/mL) |
0.10 |
SSMPAH |
2-(N-methyl-perfluorooctane sulfonamido) acetic acid (ng/mL) |
0.10 |
SSEPAH |
2-(N-ethyl-perfluorooctane sulfonamido) acetic acid (ng/mL) |
0.10 |
SSPFDE |
Pefluorodecanoic acid (ng/mL) |
0.10 |
SSPFBS |
Perfluorobutane sulfonic acid (ng/mL) |
0.10 |
SSPFHP |
Perfluoroheptanoic acid (ng/mL) |
0.10 |
SSPFNA |
Perfluorononanoic acid (ng/mL) |
0.10 |
SSPFUA |
Perfluoroundecanoic acid (ng/mL) |
0.10 |
SSPFDO |
Perflurododecanoic acid (ng/mL) |
0.10 |
SSPFHS |
Perfluorohexane sulfonic acid (ng/mL) |
0.10 |
SSNPFOA |
Linear perfluorooctanoate (ng/mL) |
0.10 |
SSBPFOA |
Branched isomers of perfluorooctanoate (ng/mL) |
0.10 |
SSNPFOS |
Linear perfluorooctane sulfonate (PFOS) (ng/mL) |
0.10 |
SSMPFOS |
Monomethyl branched isomers of PFOS (ng/mL) |
0.10 |
Subsample Weights
Sample weights are required to analyze these data properly. Specific sample weights for this subsample are included in this data file and should be used when analyzing these data. Previous versions of this data file included a sample weight variable (WTSS2YR) but when observations were removed from this data file, a new sample weight was created, and a new sample weight variable was added to this data file (WTSSPH2Y). Please refer to the NHANES Analytic Guidelines and the on-line NHANES Tutorial for further details on the use of sample weights and other analytic issues.
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
16976.25749 to 443049.06765 | Range of Values | 525 | 525 | |
0 | No lab specimen | 0 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0.07 to 0.72 | Range of Values | 525 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0 | At or above the detection limit | 17 | 17 | |
1 | Below lower detection limit | 508 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0.07 to 6.75 | Range of Values | 525 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0 | At or above the detection limit | 250 | 250 | |
1 | Below lower detection limit | 275 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0.07 to 0.49 | Range of Values | 525 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0 | At or above the detection limit | 13 | 13 | |
1 | Below lower detection limit | 512 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0.07 to 2 | Range of Values | 525 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0 | At or above the detection limit | 247 | 247 | |
1 | Below lower detection limit | 278 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0.07 to 0.17 | Range of Values | 525 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0 | At or above the detection limit | 21 | 21 | |
1 | Below lower detection limit | 504 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0.07 to 0.97 | Range of Values | 525 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0 | At or above the detection limit | 103 | 103 | |
1 | Below lower detection limit | 422 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0.07 to 52.92 | Range of Values | 525 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0 | At or above the detection limit | 524 | 524 | |
1 | Below lower detection limit | 1 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0.07 to 2.83 | Range of Values | 525 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0 | At or above the detection limit | 171 | 171 | |
1 | Below lower detection limit | 354 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0.07 to 0.07 | Range of Values | 525 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0 | At or above the detection limit | 0 | 0 | |
1 | Below lower detection limit | 525 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0.07 to 12.9 | Range of Values | 525 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0 | At or above the detection limit | 524 | 524 | |
1 | Below lower detection limit | 1 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0.07 to 8.22 | Range of Values | 525 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0 | At or above the detection limit | 524 | 524 | |
1 | Below lower detection limit | 1 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0.07 to 0.69 | Range of Values | 525 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0 | At or above the detection limit | 136 | 136 | |
1 | Below lower detection limit | 389 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0.5 to 26.54 | Range of Values | 525 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0 | At or above the detection limit | 525 | 525 | |
1 | Below lower detection limit | 0 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0.18 to 10.68 | Range of Values | 525 | 525 | |
. | Missing | 0 | 525 |
Code or Value | Value Description | Count | Cumulative | Skip to Item |
---|---|---|---|---|
0 | At or above the detection limit | 525 | 525 | |
1 | Below lower detection limit | 0 | 525 | |
. | Missing | 0 | 525 |