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Metabolism of low-dose inorganic arsenic in a central european population: influence of sex and genetic polymorphisms.


BACKGROUND: There is a wide variation in susceptibility to health effects of arsenic, which, in part, may be due to differences in arsenic metabolism. Arsenic is metabolized by reduction and methylation methylation,
n a phase-II detoxification pathway in the liver; methyl groups combine with toxins to rid the body of various substances.

methylation
(meth´
 reactions, catalyzed by reductases and methyltransferases.

OBJECTIVES: Our goal in this study was to elucidate the influence of various demographic and genetic factors on the metabolism of arsenic.

METHODS: We studied 415 individuals from Hungary, Romania, and Slovakia by measuring arsenic metabolites Metabolites
Substances produced by metabolism or by a metabolic process.

Mentioned in: Interactions
 in urine using liquid chromatography with hydride generation and inductively coupled plasma mass spectrometry ICP-MS (Inductively coupled plasma mass spectrometry) is a type of mass spectrometry that is highly sensitive and capable of the determination of a range of metals and several non-metals at concentrations below one part in 1012.  (HPLC-HG-ICPMS). We performed genotyping of arsenic (+III) methyltransferase (AS3MT), glutathione S-transferase omega 1 (GSTO1), and methylenetetrahydrofolate reductase (MTHFR MTHFR Methylenetetrahydrofolate Reductase (gene mutation) ).

RESULTS: The results show that the M287T (T[right arrow]C) polymorphism in the AS3MT gene, the A222V (C[right arrow]T) polymorphism in the MTHFR gene, body mass index, and sex are major factors that influence arsenic metabolism in this population, with a median of 8.0 [micro]g/L arsenic in urine. Females < 60 years of age had, in general, higher methylation efficiency than males, indicating an influence of sex steroids. That might also explain the observed better methylation in overweight or obese women, compared with normal weight men. The influence of the M287T (T[right arrow]C) polymorphism in the AS3MT gene on the methylation capacity was much more pronounced in men than in women.

CONCLUSIONS: The factors investigated explained almost 20% of the variation seen in the metabolism of arsenic among men and only around 4% of the variation among women. The rest of the variation is probably explained by other methyltransferases backing up the methylation of arsenic.

KEY WORDS: arsenic, AS3MT, blood, GSTO1, methylation, MTHFR, polymorphisms, sex, urine. Environ Health Perspect 115:1081-1086 (2007). doi:10.1289/ehp.10026 available via http://dx.doi.org/ [Online 27 March 2007]

Arsenic is a worldwide water contaminant contaminant /con·tam·i·nant/ (kon-tam´in-int) something that causes contamination.

contaminant

something that causes contamination.
, and chronic exposure has been associated with a large number of health effects, such as different forms of cancer, skin lesions Skin Lesions Definition

A skin lesion is a superficial growth or patch of the skin that does not resemble the area surrounding it.
Description

Skin lesions can be grouped into two categories: primary and secondary.
, vascular diseases vascular diseases,
n.pl diseases of the peripheral circulatory system.
, liver-and neurotoxicity neurotoxicity /neu·ro·tox·ic·i·ty/ (noor?o-tok-sis´it-e) the quality of exerting a destructive or poisonous effect upon nerve tissue. , and diabetes mellitus diabetes mellitus

Disorder of insufficient production of or reduced sensitivity to insulin. Insulin, synthesized in the islets of Langerhans (see Langerhans, islets of), is necessary to metabolize glucose. In diabetes, blood sugar levels increase (hyperglycemia).
 [Internal Agency for Research on Cancer 2004; World Health Organization (WHO) 2001]. A wide variation in susceptibility to various health effects has been reported (National Research Council 2001), which, in part, may be due to the marked variation in the metabolism of arsenic (Vahter 2002).

The classical pathway for the metabolism of inorganic arsenic (iAs) involves alternating reduction and oxidative methylation with only one end product, dimethylarsinate [DMA (1) (Digital Media Adapter) See digital media hub.

(2) (Document Management Alliance) A specification that provides a common interface for accessing and searching document databases.
(V)] (Vahter 2002). Another--newly proposed--pathway suggests methylation of arsenic-glutathione complexes (Hayakawa et al. 2005) or arsenic bound to proteins (Naranmandura et al. 2006) with methylarsonate [MA(V)] and DMA(V) as end products. Both pathways involve methylation of arsenic via one-carbon metabolism with S-adenosyl methionine (SAM) as the methyl donor and requiring reduced glutathione re·duced glutathione
n.
The form of glutathione that acts as a hydrogen donor during cellular oxidation-reduction reactions.
 (GSH GSH reduced glutathione.

GSH

reduced glutathione.
) (Figure 1). GSH and probably other thiols serve as electron donors in the reduction reactions (Delnomdedieu et al. 1994a, 1994b; Scott et al. 1993), which are catalyzed by reductases.

Following exposure to iAs by ingestion ingestion /in·ges·tion/ (-chun) the taking of food, drugs, etc., into the body by mouth.

in·ges·tion
n.
1. The act of taking food and drink into the body by the mouth.

2.
 or inhalation, DMA(V) is the major metabolite metabolite, organic compound that is a starting material in, an intermediate in, or an end product of metabolism. Starting materials are substances, usually small and of simple structure, absorbed by the organism as food.  found in urine in most mammals, including humans, but MA(V) is found in human urine and very rarely in urine of other mammals (Vahter 2002). The metabolism of iAs involves both detoxification Detoxification Definition

Detoxification is one of the more widely used treatments and concepts in alternative medicine. It is based on the principle that illnesses can be caused by the accumulation of toxic substances (toxins) in the body.
 (methylation) and activation (reduction). Although MA(V) and DMA(V) have a lower toxicity than inorganic arsenic species (Hughes and Kenyon 1998), the trivalent trivalent /tri·va·lent/ (tri-va´lent) having a valence of three.

tri·va·lent
adj.
Having valence 3.



tri·va
 methylated meth·yl·ate  
n.
An organic compound in which the hydrogen of the hydroxyl group of methyl alcohol is replaced by a metal.

tr.v. meth·yl·at·ed, meth·yl·at·ing, meth·yl·ates
1.
 metabolites are more reactive and toxic than the other arsenic metabolites (Kligerman and Tennant 2006; Petrick et al. 2000; Schwerdtle et al. 2003a, 2003b; Styblo et al. 2000; Vega et al. 2001). A series of studies reported the presence of methylarsonite [MA(III)] and dimethylarsinite [DMA(III)] in urine (Aposhian et al. 2000; Le et al. 2000; Mandal et al. 2001; Valenzuela et al. 2005), although high concentrations are not likely to be found in urine because the high reactivity renders them to bind in tissues (Vahter 2002). In contrast, it is reasonable to assume that the total amount of MA in urine reflects the formation of the highly toxic highly toxic Occupational medicine adjective Referring to a chemical that 1. Has a median lethal dose–LD50 of ≤ 50 mg/kg when administered orally to 200-300 g albino rats 2.  MA(III) in the body. This might explain the observed increasing prevalence of arsenicrelated toxic effects (e.g., skin lesions, skin cancer, bladder cancer bladder cancer

Malignant tumour of the bladder. The most significant risk factor associated with bladder cancer is smoking. Exposure to chemicals called arylamines, which are used in the leather, rubber, printing, and textiles industries, is another risk factor.
, chromosome aberrations) with an increasing percentage of MA in urine (Chen et al. 2003a, 2003b, 2005; Del Razo et al. 1997; Hsueh et al. 1997; Maki-Paakkanen J 1998; Steinmaus et al. 2006; Yu et al. 2000). Furthermore, experimental animals, most of which methylate methylate /meth·yl·ate/ (meth´i-lat)
1. a compound of methyl alcohol and a base.

2. to add a methyl group to a substance.


meth·yl·ate
v.
1.
 arsenic efficiently to DMA with essentially no MA excretion, show a faster overall excretion of arsenic than humans (Vahter 2002). Also, people with a small percentage of urinary arsenic as MA show less retention of arsenic than those with a higher percentage of urinary MA (Vahter 1999).

Thus, it is essential to determine the reasons for the marked variation in the metabolism of arsenic between individuals and population groups. One reason could be genetic polymorphisms in the regulation of enzymes involved in arsenic metabolism (Vahter 2000). One arsenic-reductase has been identified to be glutathione-S-transferase omega (GSTO1), which is able to reduce both MA(V) to MA(III) and arsenate ar·se·nate
n.
A salt of arsenic acid.



arsenate

an uncommon garden pesticide, as lead arsenate, or as antifungal spray on fruit trees or cattle tick dip as sodium arsenate.
 [As(V)] to arsenite [As(III)] (Zakharyan et al. 2001). Recently, a SAM-dependent arsenic methyltransferase isolated in rat was found to be a homolog hom·o·log  
n.
Variant of homologue.
 of human arsenic (+III) methyltransferase (AS3MT; previously called Cyt19) (Lin et al. 2002). Enzymes involved in the one-carbon metabolism could also indirectly influence the metabolism of arsenic, for example, methylenetetrahydrofolate reductase (MTHFR) (Figure 1).

Our aim in the present study was to elucidate the reasons for intraindividual variation in arsenic metabolism. Therefore, we studied the influence of age, sex, body mass index (BMI BMI body mass index.

BMI
abbr.
body mass index


Body mass index (BMI)
A measurement that has replaced weight as the preferred determinant of obesity.
), genetic polymorphisms, and selenium selenium (səlē`nēəm), nonmetallic chemical element; symbol Se; at. no. 34; at. wt. 78.96; m.p. 217°C;; b.p. about 685°C;; sp. gr. 4.81 at 20°C;; valence −2, +4, or +6.  status on the arsenic metabolite pattern in urine.

Materials and Methods

Study population. This study is part of a case-control study case-control study,
n an investigation employing an epidemiologic approach in which previously existing incidents of a medical condition are used in lieu of gathering new information from a randomized population.
 concerning cancer risks in relation to low-level arsenic exposure via drinking water drinking water

supply of water available to animals for drinking supplied via nipples, in troughs, dams, ponds and larger natural water sources; an insufficient supply leads to dehydration; it can be the source of infection, e.g. leptospirosis, salmonellosis, or of poisoning, e.g.
 in Central Europe: Arsenic Health Risk Assessment and Molecular Epidemiology molecular epidemiology Molecular medicine An evolving field that combines the tools of standard epidemiology–case studies, questionnaires and monitoring of exposure to external factors with the tools of molecular biology–eg, restriction endonucleases,  (ASHRAM ashram
 or ashrama

In Hinduism, any of the four stages of life through which a “twice-born” (see upanayana) Hindu ideally will pass.
). Study areas were defined as certain counties in Hungary (Bacs, Bekes, Csongrad, and Jazs-Nagykun-Szolnok), Romania (Bihor and Arad), and Slovakia (Banska Bystrica and Nitra) with known hotspots of arsenic in drinking water. The recruitment of skin, bladder, and kidney cancer Kidney Cancer Definition

Kidney cancer is a disease in which the cells in certain tissues of the kidney start to grow uncontrollably and form tumors.
 cases and hospital-based controls with appendicitis Appendicitis Definition

Appendicitis is an inflammation of the appendix, which is the worm-shaped pouch attached to the cecum, the beginning of the large intestine. The appendix has no known function in the body, but it can become diseased.
, abdominal hernias, duodenal ulcer duodenal ulcer,
n a peptic ulcer located in the duodenum. See also ulcer, peptic.

duodenal ulcer An ulcer of the duodenum Epidemiology H pylori
, cholelithiasis cholelithiasis /cho·le·li·thi·a·sis/ (ko?le-li-thi´ah-sis) the presence or formation of gallstones.

cho·le·li·thi·a·sis
n.
, and fractures, as well as the methods for collecting urine and blood samples, are described elswhere (Lindberg et al. 2006; Thirumaran et al. 2006). In short, all spot urine samples and whole blood samples, in spite of country, were collected and stored at -20[degrees]C and -80[degrees]C, respectively, until analysis. Informed consent was obtained from all participants, and the study was approved by the ethics committee ethics committee A multidisciplinary hospital body composed of a broad spectrum of personnel–eg, physicians, nurses, social workers, priests, and others, which addresses the moral and ethical issues within the hospital. See DNR, Institutional review board.  of each hospital. In order to eliminate any potential bias caused by cancer, we selected controls for evaluation of factors that influence the metabolism of iAs.

There was a cluster of values close to 100% DMA at the lowest water arsenic concentrations. The intercept between the sum of urinary arsenic metabolites plotted against current water concentration was 2.5 [micro]g/L, indicating a significant contribution of arsenic from food at the low exposure levels (Lindberg et al. 2006). Also, when performing speciation speciation

Formation of new and distinct species, whereby a single evolutionary line splits into two or more genetically independent ones. One of the fundamental processes of evolution, speciation may occur in many ways.
 analysis in urine samples with very low concentrations, it is often only the major species that is above the limit of detection, leading to nearly 100% DMA in this case. Because of the influence of food and analytical precision on the percentage of DMA (%DMA) in the low concentration range, we decided to evaluate factors that influence the metabolite pattern only at concentrations > 2 [micro]g/L, at which the influence from food was less obvious. Furthermore, 11 individuals were also excluded because they had high urinary arsenic concentrations and low water arsenic concentrations in combination with a high percentage of DMA in the urine, indicating a significant contribution to the exposure via food. The sample size after these exclusions was 415 individuals.

Determination of arsenic compounds with HPLC-HG-ICPMS. The arsenic metabolites in urine were measured by an inductively coupled plasma An inductively coupled plasma (ICP) is a type of plasma source in which the energy is supplied by electrical currents which are produced by electromagnetic induction, that is, by time-varying magnetic fields.  mass spectrometer (ICPMS ICPMS Inductively Coupled Plasma Mass Spectrometry
ICPMS Inductively Coupled Plasma Mass Spectroscopy
; HP 4500 or Agilent 7500cs; Agilent Technologies, Waldbronn, Germany) equipped with an integrated sample introducion system and a hydride generation (HG) accessory together with an Agilent 1100 chromatographic chro·mat·o·graph  
n.
An instrument that produces a chromatogram.

tr.v. chro·mat·o·graphed, chro·mat·o·graph·ing, chro·mat·o·graphs
To separate and analyze by chromatography.
 system equipped with solvent degasser, autosampler, and a thermostatted column. The method is described in more detail elswhere (Lindberg et al. 2006). We adjusted the arsenic concentrations in urine to the average specific gravity specific gravity, ratio of the weight of a given volume of a substance to the weight of an equal volume of some reference substance, or, equivalently, the ratio of the masses of equal volumes of the two substances.  in the population (1.017 g/[cm.sup.3]) using a refractometer refractometer /re·frac·tom·e·ter/ (re?frak-tom´e-ter)
1. an instrument for measuring the refractive power of the eye.

2.
 (Leica TS 400 Refractometer; Leica Microsystems Inc., Buffalo, NY, USA) to compensate for variation in dilution.

Determination of selenium in blood. Selenium in whole blood was analyzed at a commercial laboratory (Analytica AB, Lule[Angstrom angstrom (ăng`strəm), abbr. Å, unit of length equal to 10−10 meter (0.0000000001 meter); it is used to measure the wavelengths of visible light and of other forms of electromagnetic radiation, such as ultraviolet ], Sweden) with an inductively coupled plasma sector field mass spectrometer (ELEMENT, ThermoElectron ther·mo·e·lec·tron  
n.
An electron emitted by a material at high temperatures.
; Finnigan MAT, Bremen, Germany) monitoring m/z 78 in high-resolution mode (delta m/m = 11,000). Samples were prepared by 25-fold dilution with ammonia:Triton X:EDTA EDTA: see chelating agents. :ethanol mixture (2%:0.0005%:0.0005%:4%) with addition of arsenic at 10 ng/mL for internal standardization. Calibration was performed externally with matrix-matched standards. Accuracy and

Abbreviations: F, forward; R, reverse; Temp, temperature,

precision of the method were controlled by analysis of a commercial reference material (Seronorm SN ok0336; SERO SERO Southeast Regional Office
SERO Sekundaerrohstoffe (recycling, former GDR)
SERO Syringe Exchange Resources Online
SERO System Engineering/Engineer Release Order
SERO Site Emergency Response Organisation (nuclear) 
 AS, Billingstad, Norway).

Genotyping. DNA DNA: see nucleic acid.
DNA
 or deoxyribonucleic acid

One of two types of nucleic acid (the other is RNA); a complex organic compound found in all living cells and many viruses. It is the chemical substance of genes.
 was isolated from blood samples from both cases and controls using Qiagen mini-preparation kits (Qiagen GmbH, Hilden, Germany) and genotyped for single nucleotide polymorphisms (SNPs) in the following genes: MTHFR (Unigene accession no. Hs.214142; National Center for Biotechnology Information The National Center for Biotechnology Information (NCBI) is part of the United States National Library of Medicine (NLM), a branch of the National Institutes of Health. The NCBI is located in Bethesda, Maryland and was founded in 1988.  2007), GSTO1 (Hs.190028), and AS3MT (Hs.34492). The SNPs selected for the analysis were nonsynonymous with a minor allele frequency of at least 10%. We performed genotyping using the 5' nuclease nuclease /nu·cle·ase/ (noo´kle-as) any of a group of enzymes that split nucleic acids into nucleotides and other products.

nu·cle·ase
n.
 allelic al·lele  
n.
One member of a pair or series of genes that occupy a specific position on a specific chromosome.



[German Allel, short for Allelomorph, allelomorph, from English
 discrimination assay (TaqMan) in 96-well format, as described previously (Thirumaran et al. 2006). TaqMan primers and probes were purchased from Applied Biosystems (Foster City, CA, USA) as "Assays-by-Design." Primer and probe sequences used for genotyping are shown in Table 1. Polymerase chain reaction polymerase chain reaction (pŏl`ĭmərās') (PCR), laboratory process in which a particular DNA segment from a mixture of DNA chains is rapidly replicated, producing a large, readily analyzed sample of a piece of DNA; the process is  (PCR PCR polymerase chain reaction.

PCR
abbr.
polymerase chain reaction


Polymerase chain reaction (PCR) 
) was performed in a 5-10 [micro]L volume reaction using 5 ng DNA as template, premade master mix, and 0.5??probe-primer mix. The initial temperature conditions for PCR were set at 50[degrees]C for 2 min and 95[degrees]C for 10 min, followed by 35-40 cycles at 92[degrees]C for 15 sec and 60[degrees]C for 1 min. Genotyping on amplified PCR products was scored by differences in fluorescent levels of VIC VIC Victor
VIC Victoria (State of Australia)
VIC Victory
VIC Victim (police slang)
VIC Vicinity
VIC Vicar
VIC Vicarage
VIC Virtual Information Center (APAN) 
 and FAM FAM 5-FU, adriamycin/doxorubicin, mitomycin C Oncology A chemotherapeutic regimen used with varying degrees of failure for advanced gastric CA. See Stomach cancer.  (both from Applied Biosystems) in plates read on an ABI Abi (ā`bī) [short for Abijah], in the Bible, King Hezekiah's mother.


(Application Binary Interface) A specification for a specific hardware platform combined with the operating system.
 PRISM 7900HT sequence detection system using SDS 1. (company) SDS - Scientific Data Systems.
2. (tool) SDS - Schema Definition Set.
 1.2 software (Applied Biosystems). Postoperation data were transferred as Microsoft Excel data (Microsoft Corporation, Redmond, WA, USA) and converted into genotype information.
Table 1. Primers and probes used for SNP genotyping, including primer sequences,
annealing temperatures, and fragment sizes of the amplified products used for
PCR amplification and direct DNA sequencing.

            Gene                 Primers (5'[right arrow]3')

MTHFR A222V (C[right arrow]T)  F: GCACTTGAAGGAGAAGGTGTCT
                               R: CCTCAAAGAAAAGCTGCGTGATG

MTHFR E429A (A[right arrow]C)  F: GGAGGAGCTGCTGAAGATGTG
                               R: TGGTTCTCCCGAGAGGTAAAGA

GSTO1 A140D (C[right arrow]A)  F: GCCATCCTTGGTAGGAAGCTTTATT
                               R: TCGTTTACTCTGATGATAGCTAGGAGAAA

AS3MT M287T (T[right arrow]C)  F: AATGGAGGAATTACAGGACATGAAAAAGA
                               R: AGAAAGAATACCAGAAGTCATGGAAATTGT

            Gene                   Probes (5'[right arrow]3')

MTHFR A222V (C[right arrow]T)  VIC: ATGAAATCGGCTCCCGC
                               FAM: ATGAAATCGACTCCCG

MTHFR E429A (A?right arrow]C)  VIC: ACCAGTGAAGAAAGTGT
                               FAM: CAGTGAAGCAAGTGT

GSTO1 A140D (C?right arrow]A)  VIC: AGAAGACTATGCTGGCCTA
                               FAM: TAAAGAAGACTATGATGGCCTA

AS3MT M287T (T?right arrow]C)  VIC: ATTGGCATCAAACGTTAGT
                               FAM' TGGCATCAAACATTAGT

            Gene                       Primer sequence

MTHFR A222V (C?right arrow]T)  F: 5'-GAGGCTGACCTGAAGCACTTG-3'
                               R' 5'-GTGGGGTGGAGGGAGCTTAT-3'

MTHFR E429A (A?right arrow]C)  F: 5'-ATTCCTCTTCCCCTGCCTTTG-3'
                               R' 5'-TCCCCACTCCAGCATCACTC-3'

GSTO1 A140D (C?right arrow]A)  F' 5'-GGGGGCCGATACAGTTAGC-3'
                               R' 5'-AGCAAGCCCATGACAAAGTCT-3'

AS3MT M287T (T?right arrow]C)  F: 5'-GAGTGCTGGAGATGAACCGTGA-3'
                               R' 5'-GGGCAAGAGCAGAAAGAATACCAGA-3'

            Gene               Temp ([degrees]C)  Size (bp)

MTHFR A222V (C?right arrow]T)  60                 200

MTHFR E429A (A?right arrow]C)  59                 98

GSTO1 A140D (C?right arrow]A)  55                 379

AS3MT M287T (T?right arrow]C)  56                 231


Direct DNA sequencing. We randomly verified 4% of genotyping results from allelic discrimination assays by direct DNA sequencing. The sequencing reactions were performed using the BigDyeR Terminator Cycle sequencing kit (Applied Biosystems) in a 10-mL volume containing PCR product pretreated with ExoSapIT (Amersham Biosciences, Uppsala, Sweden) and a sequencing primer (Table 1). The temperature conditions set for sequencing reactions were 96[degrees]C for 2 min followed by 27 cycles at 96[degrees]C for 30 sec, 54[degrees]C for 10 sec, and 60[degrees]C for 4 min. Sequencing reaction products were precipitated with 2-propanol, washed with 75% ethanol, resuspended in 25 mL water, and loaded onto an ABI Prism 3100 Genetic Analyzer (Applied Biosystems). Primary sequencing data were analyzed using a sequence analysis program (Applied Biosystems).

Statistical analyses. To evaluate whether selection in favor of a specific genotype had occurred, we assessed the Hardy-Wienberg equilibrium using allele frequencies. Statistica 7.1 for Windows (StatSoft Inc., Tulsa, OK, USA) was used to perform the statistical analyses. In the multivariate analyses using linear regression Linear regression

A statistical technique for fitting a straight line to a set of data points.
, the variables were natural log (ln)-transformed as needed as needed prn. See prn order.  to meet the requirement of equal variance and normal distribution of residuals. We used Spearman spear·man  
n.
A man, especially a soldier, armed with a spear.
 correlation ([r.sub.s]) when testing for univariate associations between continuous variables. Nonparametric tests (Mann-Whitney U-test and Kruskal-Wallis test) were used in testing for univariate differences between groups. We used one-way analysis of variance when testing for univariate differences between genotypes and Pearson chi-square when testing for differences between categorical variables. The multiple regression Multiple regression

The estimated relationship between a dependent variable and more than one explanatory variable.
 models, including all individuals, included variables that were significantly associated with any of the relative proportions of arsenic metabolites in the univariate tests. The multiple regression models stratified stratified /strat·i·fied/ (strat´i-fid) formed or arranged in layers.

strat·i·fied
adj.
Arranged in the form of layers or strata.
 by sex included the variables that were significantly associated with any of the proportions of arsenic metabolites in the multiple regression models, including all individuals. Tests for collinearity collinearity

very high correlation between variables.
 were performed using tolerance. We included BMI in the models instead of body surface area (BSA 1. BSA - Business Software Alliance.
2. BSA - Bidouilleurs Sans Argent.
) because BMI gave a higher coefficient of determination Coefficient of determination

A measure of the goodness of fit of the relationship between the dependent and independent variables in a regression analysis; for instance, the percentage of variation in the return of an asset explained by the market portfolio return. Also known as R-square.
 ([R.sub.2]) compared with BSA. When testing for differences in subgroups (except sex), we used analysis of covariance Covariance

A measure of the degree to which returns on two risky assets move in tandem. A positive covariance means that asset returns move together. A negative covariance means returns vary inversely.
 with dichotomized independent variables [age, above a mean of 60 years or < 60 years; BMI, > 25 kg/[m.sup.2] and < 25 kg/[m.sup.2], the limit of overweight defined by the WHO (2000)] adjusted for continuous covariates that were significant in the multiple regression analyses that included all individuals. We generally used p < 0.05 to indicate statistical significance, except p < 0.10 was used for some interactions.

Results

Descriptive. The characteristics of the participants are shown in Table 2. A total of 225 males and 190 females, 60 years of age on average, were included in the study. Twenty percent were current smokers (26% of the men and 14% of the women; p < 0.001). The current smokers were younger (mean age, 53 years) than ex-smokers and nonsmokers (mean age, 62 years and 65 years, respectively; p < 0.001). Of the participants, 83% had consumed any kind of alcohol (95% of the men and 70% of the women; p < 0.001). The average BMI and BSA were 27 kg/[m.sup.2] and 1.9 [m.sup.2], respectively. We found a positive correlation between selenium in whole blood and urinary arsenic (p < 0.001). The main reason for this correlation was that the individuals from Hungary had both higher urinary arsenic concentrations and higher blood selenium concentrations than individuals form Romania and Slovakia. Among the Hungarians, Romanians, or Slovakians, analyzed separately, we found no association between arsenic and selenium concentrations. The average proportions of iAs (%iAs), MA (%MA), and DMA (%DMA) in urine were 8.3%, 17%, and 73%, respectively (Table 2). However, there were wide variations. We were able to detect traces of MA(III) in only two samples (0.23 and 0.25 [micro]g/L, respectively) corresponding to 0.89 and 6.6% of the total arsenic metabolites. The allele allele (əlēl`): see genetics.
allele

Any one of two or more alternative forms of a gene that may occur alternatively at a given site on a chromosome.
 and genotype frequencies for the A222V (C[right arrow]T) MTHFR, E429A (A[right arrow]C) MTHFR, A140D (C[right arrow]A) GSTO1, and M287T (T[right arrow]C) AS3MT polymorphisms are shown in Table 2. The genotype distributions for all polymorphisms were in accordance with the Hardy-Weinberg distribution. Only three individuals were homozygous ho·mo·zy·gous
adj.
Having the same alleles at one or more gene loci on homologous chromosome segments.


Homozygous
Identical genes controlling a specified inherited trait.
 for the variant allele in the AS3MT gene and were therefore combined with the heterozygotes for further analyses. Genotype distributions were not associated with sex or country.
Table 2. Participant characteristics, data on exposure, proportions
of urinary arsenic species and genotype frequencies.

                              No.  Percent   Median    10-90th
                                                       percentile
Sex (male/female)             415     54/46

Smoking                       415  48/31/20
(never/former/current)

Alcohol use (yes/no)          412     83/17

BMI
(normal/overweight/obese)     414  35/40/25      27       21-34
(a)

BSA (b)                       414               1.9     1.6-2.1

Age (years)                   415                61       44-75

Urinary arsenic (c)           415               8.0      2.7-38
([mu]g/L)

%DMA                          415                73       59-86

%MA                           415                17      8.2-27

%iAs                          415               8.3      2.4-19

Selenium in blood ([mu]g/L)   377                99      74-126

MTHFR A222V (C[right
arrow]T)

CC                            181        44
CT                            190        46
TT                             43        10

MTHFR E429A (A[right
arrow]C)

AA                            176        43
AC                            186        45
CC                             52        13

GST01 A140D (C[right
arrow]A)

CC                            182        44
CA                            190        46
AA                             42        10

As3MT M287T (T[right
arrow]C)

TT                            324        79
TC                             84        20
CC                              3         1

(a) Calculated as body weight (kg)/height (m)2; normal,
18.5-25 kg/[m.sup.2]; overweight, 25-30 kg/m2; obese, >
30 kg/[m.sup.2]. (b) Calculated as body weight
(kg)0.425 x height (cm)0.725 x?0.007184
(DuBois and DuBois 1916). (c) Sum of iAs, MA, and DMA in urine.


Univariate analyses. Men had higher %iAs (p = 0.04) and %MA (p = 0.003), and lower %DMA (p = 0.008) than women. BMI was negatively associated with %MA (p = 0.001) and positively associated with %DMA (p = 0.003), but it was not associated with %iAs. Blood selenium was positively associated with %MA (p < 0.001) and negatively associated with %DMA (p = 0.007), but not with %iAs. Individuals homozygous for the variant allele for the A222V (C[right arrow]T) MTHFR polymorphisms had lower %DMA (p = 0.002) and higher %MA than individuals homozygous for the wild-type allele (p = 0.01; Figure 2). Individuals heterozygous het·er·o·zy·gous
adj.
1. Having different alleles at one or more corresponding chromosomal loci.

2. Of or relating to a heterozygote.
 and homozygous for the variant allele in the M287T (T[right arrow]C) AS3MT polymorphism had lower %DMA (p = 0.003) and higher %MA (p < 0.001; Figure 2). The concentration of total urinary arsenic, smoking, or alcohol use were not associated with %iAs, %MA, or %DMA.

Multivariate analyses. We designed one model for each arsenic metabolite. Table 3 shows the results of the multiple regression analyses to test whether the distributions of urinary arsenic metabolites were dependent on sex, age, BMI, selenium, and gene polymorphisms in MTHFR, GSTO1, and AS3MT. Similar to the univariate assessment, %DMA was associated with polymorphisms in AS3MT and MTHFR genes, selenium, BMI, and sex in decreasing order. The %MA was associated with a gene polymorphism in AS3MT, selenium, BMI, sex, and a gene polymorphism in MTHFR in decreasing order. However, for %iAs the multivariate analyses showed only an association with sex and an almost significant association with a polymorphism in the MTHFR gene. For %MA, we found a significant interaction between BMI (two categories: > 25 kg/[m.sup.2] and below < 25 kg/[m.sup.2]) and selenium (two categories: above the median of 99 [micro]g/L and > 99 [micro]g/L; p = 0.06). Also, the corresponding interaction for %DMA was near significance (p = 0.10).
Table 3. Multiple regression analyses to test whether %DMA, %MA,
and %iAs are dependent on sex, age, BMI, selenium, and some polymorphisms.

                                        Sex (a)   Age (years)

%DMA                         B (b)        2.7 *        0.021

No. = 374; [R.sup.2] = 0.10  Beta (c)    0.12 *        0.021

%MA                          B          -2.2 **        0.036

No. = 374; [R.sup.2] = 0.15  Beta      -0.14 **        0.051

ln %iAs                      B          -0.15 *      -0.0053

No. = 347; [R.sup.2] = 0.02  Beta       -0.11 *       -0.094

                             BMI (kg/[m.sup.2])  Selenium ([mu]g/L)

%DMA                                     0.36 **            -0.082 **

No. = 374; [R.sup.2] = 0.10              0.15 **             -0.15 **

%MA                                     -0.27 **             0.080 **

No. = 374; [R.sup.2] = 0.15             -0.16 **              0.21 **

ln %iAs                                  -0.011           -0.000081

No. = 347; [R.sup.2] = 0.02              -0.083             -0.0027

                             MTHFR (CT vs. CC)  MTHFR (TT vs. CC)

%DMA                                     -0.57             -5.8 **

No. = 374; [R.sup.2] = 0.10             -0.025            -0.16 **

%MA                                        1.3               3.4 *

No. = 374; [R.sup.2] = 0.15              0.079              0.13 *

ln %iAs                                 -0.017              0.20

No. = 347; [R.sup.2] = 0.02             -0.013    0.10 (p = 0.08)

                             GSTO1 (CA vs. CC)  GSTO1 (AA vs. CC)

%DMA                                     -0.23                2.4

No. = 374; [R.sup.2] = 0.10             -0.010              0.063

%MA                                      0.061               -1.9

No. = 374; [R.sup.2] = 0.15             0.0037             -0.071

ln %iAs                                -0.0075              0.012

No. = 347; [R.sup.2] = 0.02            -0.0058             0.0057

                             As3MT (TC and CC vs. TT)

%DMA                                           -4.7 **

No. = 374; [R.sup.2] = 0.10                   -0.17 **

%MA                                             4.7 **

No. = 374; [R.sup.2] = 0.15                    0.23 **

ln %iAs                                         0.061

No. = 347; [R.sup.2] = 0.02                     0.038

(a) Male = 0; female = 1. (b) Unstandardized regression coefficient.
(c) Standardized regression coefficient. * p [IT] 0.05. ** p < 0.01.


To better understand the difference in methylation capacity between males and females, we repeated the multiple regression analyses stratified by sex (Table 4). The sex-specific models show that selenium, BMI, and AS3MT polymorphisms affect the distribution of urinary arsenic metabolites in males, but not in females. Also, in males, mutation in one allele in the MTHFR gene altered the pattern of urinary arsenic metabolites; however, for females, mutations of both alleles were required. Furthermore, to test whether the sex difference in methylation capacity was dependent on age or BMI, we used analysis of covariance. In those < 60 years of age, males had a higher %MA than females, but this was not the case for those > 60 years of age (Figure 3A). Furthermore, men of normal weight had a higher %MA than overweight or obese women (Figure 3B).
Table 4. Multiple regression analyses separated by sex to test whether
%DMA, %MA, and %iAs are dependent on sex, BMI, selenium, and some
polymorphisms. (a)

          No.   [R.sup.2]  Age (b)    BMI (c)   Selenium ([mu]g/L)

% DMA

Females   170      0.04    -0.015     0.072          -0.11
Males     204      0.12     0.094     0.13 *         -0.17 **

% MA

Females   170      0.04     0.12      -0.019          0.12
Males     204      0.20    -0.039     -0.15 **        0.27**

ln %iAs

Females   158     0.008    -0.038    -0.098          0.046
Males     189     0.009    -0.14 *    -0.10         -0.055

         MTHFR (CT vs. CC)  MTHFR (TT vs. CC)

% DMA

Females              0.098            -0.20 **
Males               -0.13 *           -0.14 *

% MA

Females             -0.049             0.14 *
Males                0.17 **           0.11 *

ln

Females             -0.049             0.17 **
Males                0.037             0.070

         AS3MT (TC and CC vs. TT)

%DMA
Females                    -0.065
Males                     -0.25**
%MA
Females                     0.15*
Males                      0.30**
ln
Females                    0.0070
Males                       0.082

(a) Standardized regression coefficients ([beta]).
(b) For age < 60 years, 0; for age ? < ?60 years, 1.
(c) For BMI < 25 kg/[m.sup.2], 0; for BMI ? < ?25 kg/[m.sup.2], 1.
* p < 0.10. ** p < 0.05.


Discussion

The results of the present study show that the M287T (T[right arrow]C) polymorphism in the AS3MT gene, the A222V (C[right arrow]T) polymorphism in the MTHFR gene, BMI, and sex are major factors that influence arsenic metabolism in this Central European population. This is the first study to our knowledge to elucidate factors influencing the metabolism of iAs at these low concentrations, where the influence of arsenic exposure on the methylation reactions is negligible. It is also the first to study arsenic-related polymorphisms in Europe.

We found the allele frequencies to be in accordance with those in other Caucasian populations, but different from those in several other populations (PharmGKB 2007a, 2007b, 2007c, 2007d). In contrast to our finding that carriers of the variant allele of the M287T (Cright arrow]T) polymorphism of the AS3MT gene had higher %MA, previous studies in Mexico (Meza et al. 2005) and Argentina (Schlawicke Engstrom et al. 2006) have shown other SNPs in AS3MT gene to be associated with lower %MA. However, we did not find those SNPs in the present study. Thus, different SNPs in this gene influence the metabolism of iAs in different directions. It is unlikely that AS3MT is the only methyltransferase that methylates arsenic, given that there are around 100 different methyltransferases identified in the human body (Martin and McMillan 2002). This is supported by a recent in vitro in vitro /in vi·tro/ (in ve´tro) [L.] within a glass; observable in a test tube; in an artificial environment.

in vi·tro
adj.
In an artificial environment outside a living organism.
 study in which the %DMA was reduced from 53% in the normal cell line to 11% in the cell line with silenced AS3MT expression (Drobna et al. 2006). Interestingly, we found that the M287T (C[right arrow]T) polymorphism in AS3MT was not as important in women as it was in men, who also had higher %MA than women.

Also, the A222V (C[right arrow]T) polymorphism in the MTHFR gene was associated with higher %MA. MTHFR reduces methylenetetrahydrofolate to methyltetrahydrofolate, which regenerates methionine methionine (mĕthī`ənēn), organic compound, one of the 20 amino acids commonly found in animal proteins. Only the L-stereoisomer appears in mammalian protein.  from homocysteine Homocysteine Definition

Homocysteine is a naturally occurring amino acid found in blood plasma. High levels of homocysteine in the blood are believed to increase the chance of heart disease, stroke, Alzheimer's disease, and osteoporosis.
 in the one-carbon metabolism with methylated vitamin [B.sub.12] as co-factor (Figure 1). The A222V (C[right arrow]T) polymorphism has been associated with reduced enzyme activity Enzyme activity
A measure of the ability of an enzyme to catalyze a specific reaction.

Mentioned in: Glucose-6-Phosphate Dehydrogenase Deficiency
 and elevated levels of homocysteine (Baum et al. 2004), which in turn could lead to lower SAM-dependent methylation via feedback inhibition feedback inhibition

Suppression of the activity of an enzyme by a product of the sequence of reactions in which the enzyme is participating. When the product accumulates in a cell beyond an optimal amount, it decreases its own production by inhibiting an enzyme involved in
, possibly explaining our results. An interesting finding in the present study was that mutation on only one allele was needed to alter the arsenic metabolite pattern in males, whereas females needed mutations on both alleles. This discrepancy could be because females have a generally higher rate of remethylation of methionine from homocysteine than do males (Fukagawa et al. 2000). Furthermore, the influence of the A222V polymorphism on the metabolite pattern was more pronounced in individuals > 60 years of age (data not shown). The elderly are known to have poorer nutrition, especially lower vitamin B vitamin B
n.
1. Vitamin B complex.

2. A member of the vitamin B complex, especially thiamine.



vitamin B, vitamin B complex

a group of water-soluble substances described separately.
12 levels, than younger people (Martin 2006), which could make them more susceptible to the reduced enzyme activity that might result from the polymorphism.

Marnell et al. (2003) observed that two individuals with an uncommon genotype of GSTO1 had an altered distribution of iAs metabolites in urine. However, studies with GSTO1 knockout mice showed that they still reduced arsenic(V) species, but to a lesser extent (~ 20% of that found in wild-type mice) (Chowdhury et al. 2006). This animal study supports our finding that polymorphisms in GSTO1 are not associated with an altered arsenic metabolite pattern, indicating nonenzymatic reduction and/or the presence of alternative enzymes for these reduction reactions.

Several studies have shown associations between malnourishment mal·nour·ish·ment
n.
Malnutrition.
 and increased risk for different arsenic induced health effects, partly due to less antioxidant antioxidant, substance that prevents or slows the breakdown of another substance by oxygen. Synthetic and natural antioxidants are used to slow the deterioration of gasoline and rubber, and such antioxidants as vitamin C (ascorbic acid), butylated hydroxytoluene  defense and partly due to alterations in the metabolism of arsenic (Gamble et al. 2005; Milton et al. 2004; Mitra et al. 2004; Steinmaus et al. 2005). In the present study, we observed an increase in %DMA and a decrease in %MA and %iAs with increasing BMI. However, this association was probably not due to nutritional factors because most individuals were overweight (median BMI, 27 kg/[m.sup.2]). The BMIrelated difference in methylation was mainly between normal-weight men and overweight and obese women, and we found a difference between the sexes in arsenic methylation only in individuals < 60 years of age; therefore, the results may suggest that sex steroids influence the methylation of arsenic. Estrogen is produced in adipose tissue in both males and females, leading to higher levels of estrogen in overweight individuals (Nelson and Bulun 2001). Furthermore, sex hormone-binding globulin globulin, any of a large family of proteins of a spherical or globular shape that are widely distributed throughout the plant and animal kingdoms. Many of them have been prepared in pure crystalline form.  is reduced with increasing body weight, leading to the release of free estrogen and progesterone progesterone (prōjĕs`tərōn'), female sex hormone that induces secretory changes in the lining of the uterus essential for successful implantation of a fertilized egg.  (Pugeat et al. 1995). However, more studies are needed on differences between the sexes and the influence of sex steroids on the metabolism of arsenic.

Our hypothesis was that selenium would increase the methylation capacity, as shown in previous reports (Christian et al. 2006; Hsueh et al. 2003). However, the present study indicated the opposite association with selenium. When further evaluation of the interaction between selenium and BMI was performed, it appeared that Romanians and Slovakians had lower blood selenium but higher fractions of methylated metabolites of arsenic in urine compared with the Hungarians. Therefore, the association between %DMA or %MA and selenium was probably not a causal association, but rather an effect of, for example, different food habits in the different countries. The selenium concentrations (mean [+ or -] SD, 100 [+ or -] 22 [micro]g/L) do not indicate deficiency, and the concentrations were in the same range as reported in several other European populations (Batariova et al. 2005; Van Cauwenbergh et al. 1990).

We were not able to confirm previous findings that smoking and alcohol consumption negatively influence the metabolism of iAs (Hopenhayn-Rich et al. 1996; Hsueh et al. 2003). However, this was probably because of the low arsenic exposure in the present study.

Because previous reports have shown the presence of appreciable amounts of MA(III) in human urine and have claimed that improper sampling and storage conditions are likely reasons for the absence of MA(III) in urine (Feldmann et al. 1999), we also analyzed urine samples from patients treated with high levels of arsenic trioxide [30 mg arsenic/week (unpublished data)]. Spot urine samples were collected from four plasmacytoma patients both before and after treatment and immediately frozen in liquid nitrogen until analysis (~ 3 days after collection). A trace amount of MA(III), too low to be quantifiable, was found in one patient. The results of the present study indicate that MA(III) is not a significant metabolite in human urine, in contrast to previous reports (Aposhian et al. 2000; Le et al. 2000; Mandal et al. 2001; Valenzuela et al. 2005). Our interpretation is that the high reactivity renders them to bind in tissue (Vahter 2002).

In conclusion, the present study shows that polymorphisms in genes coding for enzymes involved in the metabolism of iAs explains a part of the large interindividual variation seen in the metabolism of iAs, especially in males, although not as much as we hypothesized. Other methyltransferases are probably backing up the methylation of arsenic. Genes coding for enzymes involved in the metabolism of iAs, as well as the influence of polymorphisms in these genes on metabolism, have only recently been investigated in epidemiologic studies. More large-scale studies are needed for complete understanding of arsenic metabolism.

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Referring to the thin outermost layer of the skin, itself made up of several layers, that covers and protects the underlying dermis (skin).

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(1)Institute of Environmental Medicine, Karolinska Institute, Stockholm, Sweden; (2)DKFZ DKFZ Deutsches Krebsforschungszentrum (German Cancer Research Center, Heidelberg, Germany)  (German Cancer Research Centre), Heidelberg, Germany; (3)Institut fur Chemie-Analytische Chemie, Karl-Franzens-Universitat, Graz, Austria; (4)Environmental Health Centre, Cluj-Napoca, Romania; 5State Health Institute, Banska Bystrica, Slovakia; (6)'Jozef Fodor' National Centre of Public Health, Budapest, Hungary; (7)London School of Hygiene & Tropical Medicine, London, United Kingdom

Anna-Lena Lindberg (1), Rajiv Kumar (2), Walter Goessler (3), Ranjit Thirumaran (2), Eugen Gurzau (4), Kvetoslava Koppova (5), Peter Rudnai (6), Giovanni Leonardi (7), Tony Fletcher (7), and Marie Vahter (1)

Address correspondence to M. Vahter, Division of Metals and Health, Institute of Environmental Medicine, Karolinska Institutet, Box 210, SE-171 77, Stockholm, Sweden. Telephone: 46 8 728 75 40. Fax: 46 8 33 70 39. E-mail: Marie.Vahter@ imm.ki.se

Financial support was provided by EC project QLK4-CT-2001-00264 (ASHRAM).

The authors declare they have no competing financial interests.

Received 21 December 2006; accepted 27 March 2007.
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Title Annotation:Research
Author:Lindberg, Anna-Lena; Kumar, Rajiv; Goessler, Walter; Thirumaran, Ranjit; Gurzau, Eugen; Koppova, Kve
Publication:Environmental Health Perspectives
Date:Jul 1, 2007
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