The healthy men study: an evaluation of exposure to disinfection by-products in tap water and sperm quality.Disinfection disinfection, n the process of destroying pathogenic organisms or rendering them inert. disinfection, full oral cavity, n a procedure used to reduce active periodontal disease, usually completed within a certain short time frame. by-products (DBPs) form when chlorine or other disinfectants react with organic matter during preparation of 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. . There are many classes of DBPs, including trihalomethanes (THMs) and haloacetic acids Haloacetic acids are carboxylic acids in which a halogen atom takes the place of a hydrogen atom in acetic acid. Thus, in a monohaloacetic acid, a single halogen would replace a hydrogen atom. (HAAs). The relative concentrations of these DBPs, as well as the proportional distributions of individual chemicals within these classes, vary based on source water characteristics and treatment methods and on distribution system characteristics. The U.S. Environmental Protection Agency Environmental Protection Agency (EPA), independent agency of the U.S. government, with headquarters in Washington, D.C. It was established in 1970 to reduce and control air and water pollution, noise pollution, and radiation and to ensure the safe handling and (EPA EPA eicosapentaenoic acid. EPA abbr. eicosapentaenoic acid EPA, n.pr See acid, eicosapentaenoic. EPA, n. ) and others have evaluated the potential adverse health effects of DBPs in both toxicologic and epidemiologic research. Several epidemiologic studies epidemiologic study A study that compares 2 groups of people who are alike except for one factor, such as exposure to a chemical or the presence of a health effect; the investigators try to determine if any factor is associated with the health effect have suggested a possible association between DBPs and adverse pregnancy outcomes (Klotz and Pyrch 1999; Savitz et al. 1995, 2005, 2006; Toledano et al. 2005; Waller et al. 1998; Wright et al. 2003). To date, only one study has addressed DBPs and male reproductive health Within the framework of WHO's definition of health[1] as a state of complete physical, mental and social well-being, and not merely the absence of disease or infirmity, reproductive health, or sexual health/hygiene wherein where·in adv. In what way; how: Wherein have we sinned? conj. 1. In which location; where: the country wherein those people live. 2. exposure to DBPs was associated with decrements in sperm motility Sperm motility describes the ability of sperm to move properly towards an egg. This can also be thought of as the 'quality' of the sperm, which is a factor in successful pregnancies, as opposed to the 'quantity'. (Fenster et al. 2003). Animal studies have consistently demonstrated an association between oral exposure to HAAs and adverse effects in the male reproductive system reproductive system, in animals, the anatomical organs concerned with production of offspring. In humans and other mammals the female reproductive system produces the female reproductive cells (the eggs, or ova) and contains an organ in which development of the fetus (Christian et al. 2002; Linder et al. 1994a, 1994b, 1995, 1997a, 1997b; Veeramachaneni et al. 2000). Testicular testicular /tes·tic·u·lar/ (tes-tik´u-lar) pertaining to a testis. tes·tic·u·lar adj. Of or relating to a testicle or testis. testicular pertaining to the testis. toxicity, including acute spermatotoxicity (Linder et al. 1994b), impaired reproductive competence and sperm quality (Linder et al. 1995), delayed spermiation and distorted sperm motility and morphology morphology In biology, the study of the size, shape, and structure of organisms in relation to some principle or generalization. Whereas anatomy describes the structure of organisms, morphology explains the shapes and arrangement of parts of organisms in terms of such (Linder et al. 1997a), histopathologic changes in testis testis (tĕs`tĭs) or testicle (tĕs`tĭkəl), one of a pair of glands that produce the male reproductive cells, or sperm. and epididymis epididymis /ep·i·did·y·mis/ (-did´i-mis) pl. epididy´mides [Gr.] an elongated cordlike structure along the posterior border of the testis; its coiled duct provides for storage, transit, and maturation of spermatozoa and is (Linder et al. 1997b), transient subfertility (Luft et al. 2000), and altered sperm production and epididymal epididymal emanating from or pertaining to the epididymis. epididymal inflammation see epididymitis. epididymal segmental aplasia a defect in mesonephric development in which part of the epididymis is missing. tubule tubule /tu·bule/ (too´bul) a small tube. collecting tubule one of the terminal channels of the nephrons which open on the summits of the renal pyramids in the renal papillae. changes (Christian et al. 2002), has been demonstrated when rodents were exposed to high doses (in the milligrams per kilogram kilogram, abbr. kg, fundamental unit of mass in the metric system, defined as the mass of the International Prototype Kilogram, a platinum-iridium cylinder kept at Sèvres, France, near Paris. range) of selected individual HAA HAA Harvard Alumni Association HAA Houston Apartment Association HAA High Altitude Airship HAA Haloacetic Acid HAA HIV/AIDS Administration (District of Columbia) HAA Heavy Anti-Aircraft HAA Height Above Airport species, with dibromoacetic acid being the most studied. These rodent rodent, member of the mammalian order Rodentia, characterized by front teeth adapted for gnawing and cheek teeth adapted for chewing. The Rodentia is by far the largest mammalian order; nearly half of all mammal species are rodents. toxicology toxicology, study of poisons, or toxins, from the standpoint of detection, isolation, identification, and determination of their effects on the human body. Toxicology may be considered the branch of pharmacology devoted to the study of the poisonous effects of drugs. studies suggest that HAAs in drinking water, especially the brominated species, could pose a risk to the male reproductive system in humans, and that an evaluation of similar outcomes in human semen semen or seminal fluid Whitish viscous fluid emitted from the male reproductive tract that contains sperm and liquids (seminal plasma) that help keep them viable. (sperm numbers, morphology, and motility motility /mo·til·i·ty/ (mo-til´ite) the ability to move spontaneously.mo´tile Motility Motility is spontaneous movement. ) would be appropriate. Continued or intermittent exposure of men to DBPs in drinking water, even at levels below those that are acutely toxic to rodents, may have the potential to produce testicular toxicity as evidenced by altered semen quality semen quality Urology The measurable parameters of semen–eg, sperm concentration, total sperm count per ejaculate, % of motile sperm, number of abnormal and immature sperm . We conducted a cohort study A cohort study is a form of longitudinal study used in medicine and social science. It is one type of study design. In medicine, it is usually undertaken to obtain evidence to try to refute the existence of a suspected association between cause and disease; failure to refute to address this possibility by evaluating semen quality in men with well-characterized exposures to DBPs. We were able to integrate this study with a cohort study of drinking-water DBPs and pregnancy loss (Savitz et al. 2006). Recruitment for both studies involved couples in three geographic locations in the United States United States, officially United States of America, republic (2005 est. pop. 295,734,000), 3,539,227 sq mi (9,166,598 sq km), North America. The United States is the world's third largest country in population and the fourth largest country in area. , with our study adding home semen collection Semen collection refers to the process of obtaining semen from domestic animals or humans with the use of various methods, for the purposes of insemination, or medical study (usually in fertility clinics). in a subcohort. We examined exposure to THMs and HAAs based on the concentration of these two classes of DBPs (as well as the four individual species of THMs and nine individual species of HAAs) and to TOX TOX Total Organic Halides TOX Total Organic Halogens TOX Toxxulia Forest (Everquest) TOX Thermal Oxide TOX Tetradichlorooxylene (total organic halides) measured weekly in the tap water from distribution systems serving the three study sites. These study sites were selected specifically to provide a reference site with low overall DBPs and two sites with relatively high levels of DPBs but differing with respect to brominated versus chlorinated chlorinated /chlo·ri·nat·ed/ (klor´i-nat?ed) treated or charged with chlorine. chlorinated charged with chlorine. chlorinated acids some, e.g. species. Based on the concentrations of four regulated THMs (THM4), nine HAAs (HAA9), and total organic halides (TOX) measured weekly in tap water sampled from the distribution systems (Savitz et al. 2006), we calculated mean levels of DBPs over the 90 days preceding semen sampling. We then used questionnaire data to estimate the daily volume of tap water ingested in·gest tr.v. in·gest·ed, in·gest·ing, in·gests 1. To take into the body by the mouth for digestion or absorption. See Synonyms at eat. 2. and the frequency and duration of bathing and showering for each participant; we used these data to create exposure indices estimating exposure to DBPs via the 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. , inhalation inhalation /in·ha·la·tion/ (in?hah-la´shun) 1. the drawing of air or other substances into the lungs.inhala´tional 2. the drawing of an aerosolized drug into the lungs with the breath. 3. , and dermal dermal /der·mal/ (der´mal) pertaining to the dermis or to the skin. der·mal or der·mic adj. Of or relating to the skin or dermis. routes of exposure. In the statistical analyses, we considered exposure to combined DBPs in accordance with current regulations [i.e., THM4 and HAA5 (sum of five regulated haloacetic acids)], as well as HAA9, to capture maximum exposures to HAAs. Because brominated HAAs may be more potent male reproductive toxicants, we also considered the composite concentration of brominated HAAs (HAA-Br) and THMs (THM-Br). Methods Study design and subject recruitment. The basic study design of this study, "The Healthy Men Study" (HMS HMS abbr. Her (or His) Majesty's Ship HMS (Brit) abbr (= His (or Her) Majesty's Ship) → Namensteil von Schiffen der Kriegsmarine ), has been described previously (Olshan et al. 2007). The University of North Carolina North Carolina, state in the SE United States. It is bordered by the Atlantic Ocean (E), South Carolina and Georgia (S), Tennessee (W), and Virginia (N). Facts and Figures Area, 52,586 sq mi (136,198 sq km). Pop. School of Public Health's Institutional Review Board approved the study protocol, and all study participants gave written informed consent. Briefly, the HMS identified male partners of women who participated in a prospective study of drinkingwater DBPs and spontaneous abortion spon·ta·ne·ous abortion n. A naturally occurring termination of a pregnancy. Also called miscarriage. spontaneous abortion (the "Right From the Start" (RFTS RFTS Reach for the Stars RFTS Remote File Transfer System RFTS Radio Frequency Test Set RFTS Request For Technical Support RFTS Remote Fiber Test Set ) study (Savitz et al. 2005, 2006). Men were prospectively identified from the RFTS study and recruited from the three RFTS study sites. The sampling strategy included one group of men from a study site with very low levels of all targeted DBPs (low-DBP site), one group from a site with moderate levels of chlorinated DBPs and lower levels of brominated DBPs (chlorinated DBP DBP Diastolic Blood Pressure DBP Development Bank of the Philippines DBP Database Project (Visual Studio File Extension) DBP DNA Binding Protein DBP Disinfection Byproduct DBP Deutsche Bundespost site), and one group from a site with moderate levels of brominated DBPs and lower levels of chlorinecontaining species (brominated DBP site). The term "moderate" is used here to describe exposures that approach but are still below the limits established by the U.S. EPA for regulated DBPs (i.e., 80 [micro]g/L THM4 and 60 [micro]g/L HAA5) (U.S. EPA 1998). Questionnaire. A computer-assisted telephone interview was administered to each participant by experienced interviewers, with responses entered directly into a computerized database. The average duration of the interview was approximately 40 min. Questions covered the following topics: general lifestyle, health, reproductive history reproductive history Obstetrics A set of 4 numbers that may be used to define a woman's obstetric Hx–eg, 4-3-2-1, would mean 4 term infants delivered, 3 preterm infants, 2 abortions, 1 child currently living , environment, diet, stress, occupational exposures, hobbies, and demographic factors, as well as drinkingwater consumption and water exposures. The section of the interview regarding drinkingwater consumption and water exposures included questions about the quantity (volume) of hot and cold drinks consumed at home and at work, use of household water filters and filter types, frequency and duration of bathing and showering, and frequency and duration of pool and Jacuzzi use. Participants were provided with a diagram of small, medium, and large glasses, with the relative volume of each listed in cups, pints, quarts, and ounces to facilitate the accurate estimation of daily personal consumption at home and at work. Participants also gave the street address of their home, workplace, and other locations where they spent a significant amount of time in order for us to determine if these locations were within the water utility service area. Semen collection and analyses. Participants were asked to provide a single semen sample using a special kit designed to allow the man to collect a semen specimen in the privacy of his own home and at a time convenient to him (Royster et al. 2000). Before sending the kit to the participant, study staff confirmed by telephone the participant's mailing address, gave brief instructions on how to use the kit, and asked the participant if he had experience doing a similar collection in the past. Verbal instructions included the importance of doing the collection after (2-7) days of abstinence abstinence: see fasting; temperance movements. from sexual activity. The kit was mailed to the participant during the week before his anticipated collection date. Participants in the low DBP site and the brominated DBP site were instructed to open the box as soon as they received it because the package mailed to those sites also contained ice packs that would need to be frozen at least 24 hr before collection and packaged with the sample before mailing. The instructions accompanying the kit included photographs and instructions on how to properly collect the specimen, package and prepare it for shipping, and call to arrange the courier pickup. Because the package was delivered to the laboratory by overnight carrier for residents of the low-and brominated-DBP sites, participants from these sites were instructed to collect the specimen only on Monday, Tuesday, or Wednesday, between 0500 and 1700 hours. Participants in the chlorinated DBP site were told to collect the specimen between 0800 and 1200 hours so the courier could pick up the package and deliver it to the U.S. EPA laboratory within 1.5 hr of collection. Upon receipt of samples from the chlorinated DBP site, aliquots were removed for immediate processing, and the remainder was stored overnight in the refrigerator to mimic overnight shipping. A second set of aliquots was processed the next morning for comparison with the fresh sample. When the initial specimen volume was very low (< 0.5 mL), the man reported spillage or incomplete sample collection, shipping was delayed or the sample was not packaged correctly, or the participant's abstinence interval was too far out of the suggested (2-7) day range, participants were asked to provide a second or third specimen. This affected 10% (n = 20) of participants, of which all 20 complied with the repeat collections. All samples were received by a single laboratory at the U.S. EPA. Immediately upon receipt, semen volume was measured, and aliquots were removed for determination of sperm concentration by IVOS-IDENT (Hamilton Thorne Research, Beverly, MA; Zinaman et al. 1996), from which total sperm count sperm count Urology A measure of the concentration of sperm in semen Normal ±100 million/mL. See Post-vasectomy sperm count, Semen analysis. was calculated. Additional aliquots were used to prepare smears that were airdried and stored for later analyses of sperm morphology [World Health Organization (WHO) 1999]. Sperm motility, which declines over time and is therefore not a reliable measure for shipped semen, was not included in the statistical analysis. However, sperm motility and viability (using propitium iodide iodide /io·dide/ (i´o-did) a binary compound of iodine. i·o·dide n. A compound of iodine with a more electropositive element or group. as a vital stain vital stain n. A stain applied to cells or parts of cells while they are still living. ) were monitored. All samples retained motile mo·tile adj. 1. Moving or having the power to move spontaneously. 2. Of or relating to mental imagery that arises primarily from sensations of bodily movement and position rather than from visual or auditory sensations. and viable sperm, an indication that the sample had been collected and shipped according to according to prep. 1. As stated or indicated by; on the authority of: according to historians. 2. In keeping with: according to instructions. 3. instructions. Additional aliquots (0.1 mL) were frozen and stored at -70[degress]C for later analysis of chromatin chromatin: see chromosome. integrity by the sperm chromatin structure assay (SCSA (Signal Computing System Architecture) An open architecture for transmitting voice and video signals. Its backbone is the SCbus, a 131 Mbps data path that provides up to 2,048 time slots, the equivalent of 1,024 two-way voice conversations at 64 Kbps. ; Evenson and Jost 2000) and for chromatin maturity by chromomycin A3 (CMA CMA - Concert Multithread Architecture from DEC. ) staining (Sakkas et al. 1995). These measures were included because some DBPs are considered to be carcinogenic carcinogenic having a capacity for carcinogenesis. and might, therefore, damage sperm 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. . For the SCSA, aliquots were shipped on liquid nitrogen Noun 1. liquid nitrogen - nitrogen in a liquid state atomic number 7, N, nitrogen - a common nonmetallic element that is normally a colorless odorless tasteless inert diatomic gas; constitutes 78 percent of the atmosphere by volume; a constituent of all living to SCSA Diagnostics (Brookings, SD) for analysis according to established methods (Evenson et al. 2002). Briefly, the sample is exposed to an acid buffer (pH 1.2) for 30 sec to denature de·na·ture v. 1. To change the nature or natural qualities of. 2. To render unfit to eat or drink without destroying usefulness in other applications, especially adding methyl alcohol to ethyl alcohol. 3. abnormal chromatin/DNA; the sperm is then stained with acridine orange acridine orange n. A basic fluorescent dye used as a metachromatic stain for nucleic acids and in screening cervical smears for abnormal cells. , a metachromatic metachromatic /meta·chro·mat·ic/ (-kro-mat´ik) staining differently with the same dye; said of tissues in which a dye gives different colors to different elements. met·a·chro·mat·ic adj. 1. dye that fluoresces red when bound to denatured de·na·ture tr.v. de·na·tured, de·na·tur·ing, de·na·tures 1. To change the nature or natural qualities of. 2. (fragmented) DNA and green when bound to intact DNA. Fluorescence fluorescence (fl rĕs`əns), luminescence in which light of a visible color is emitted from a substance under stimulation or excitation by light or other forms of electromagnetic is
measured by flow cytometry flow cytometry (flōˑ sī·tThe CMA assay is based on the stainability of sperm with CMA3. This fluorescent DNA dye intercalates into DNA and stains nuclei nuclei /nu·clei/ (noo´kle-i) [L.] plural of nucleus. nu·cle·i n. Plural of nucleus. nuclei plural of nucleus. green. However, it cannot bind sperm chromatin in which protamine protamine /pro·ta·mine/ (prot´ah-min) one of a class of basic proteins occurring in the sperm of certain fish, having the property of neutralizing heparin; the sulfate salt is used as an antidote to heparin overdosage. has replaced histone histone (hĭs`tōn), any of a class of protein molecules found in the chromosomes of eukaryotic cells. They complex with the DNA (see nucleic acid) and pack the DNA into tight masses of chromatin, which have the structure of coiled coils, much . Hence, sperm that stain with CMA3 are considered "underprotamined" or immature (Sakkas et al. 1995). Aliquots of frozen sperm were later thawed thaw v. thawed, thaw·ing, thaws v.intr. 1. To change from a frozen solid to a liquid by gradual warming. 2. in groups, stained with CMA3, and scored visually. Sperm were considered CMA3 positive when at least 50% of the area of the nucleus fluoresced above background. Clinical studies have shown an association between relatively high percentages of CMA3 staining and sub/infertility (Bianchi et al. 1993; Esterhuizen et al. 2000). In both SSA (Serial Storage Architecture) A fault tolerant peripheral interface from IBM that transfers data at 80 and 160 Mbytes/sec. SSA uses SCSI commands, allowing existing software to drive SSA peripherals, which are typically disk drives. and CMA assays, aliquots of pooled semen were included in each run to serve as an internal standard. In this article we report on nine sperm outcomes reflective of testis function: sperm count (million), sperm concentration (million per milliliter milliliter /mil·li·li·ter/ (mL) (-le?ter) one thousandth (10-3) of a liter. mil·li·li·ter n. Abbr. ), sperm morphology (percent normal sperm) and its components (percent of sperm cells with abnormal head, percent of sperm cells with abnormal midsection mid·sec·tion n. A middle section, especially the midriff of the body. , percent of sperm cells with abnormal tails, and percent of sperm cells with abnormal cytoplasmic cytoplasmic pertaining to or included in cytoplasm. cytoplasmic inclusions include secretory inclusions (enzymes, acids, proteins, mucosubstances), nutritive inclusions (glycogen, lipids), pigment granules (melanin, lipofuscin, drop), percent sperm with DNA fragmentation according to SCSA (percent DFI), and percent immature sperm according to CMA staining. Disinfection by-product by·prod·uct or by-prod·uct n. 1. Something produced in the making of something else. 2. A secondary result; a side effect. by-product Noun 1. data and exposure categories. Our investigation made use of exposure data collected for the RFTS study. The water sampling and analytic methodologies from RFTS have been described previously (Savitz et al. 2005, 2006). Water was sampled at frequent intervals (weekly or biweekly bi·week·ly adj. 1. Happening every two weeks. 2. Happening twice a week; semiweekly. n. pl. bi·week·lies A publication issued every two weeks. adv. 1. Every two weeks. ) at a representative location in each of the three study sites and analyzed for THM4, HAA9, and TOX. Samples were periodically collected at several points in the distribution system to verify that the sampling locations chosen had THM, HAA, and TOX concentrations that were indeed representative of the entire system on that day. Because the brominated DBP site and the chlorinated DBP site both used combined chlorine as a terminal disinfectant disinfectant, agent that destroys disease-causing microorganisms and their spores. Disinfectants, or germicides, are sometimes considered to be substances applied to inanimate bodies, whereas antiseptics, not so potent, are agents that kill microbes on living things. , no spatial variabiltity in DBP concentrations was observed on any given day. Sample collection was performed by field personnel in accordance with a specified protocol. Residual chlorine concentrations and temperature were also measured at the time of DBP sample collection. Samples were collected near midday from a cold water tap that had been run for at least 5 min before sample collection. Weekly tap water samples were collected from the chlorinated DBP between 10 October 2000 and 29 February 2004. Biweekly tap water samples were collected from the low DBP site between 30 July 2001 and 1 August 2004. Weekly tap water samples were collected from the brominated DBP site between 3 June 2002 and 5 September 2004. These sampling periods included the 90 days before semen samples were collected, such that each man could be assigned an exposure value based on these data. We chose to estimate exposures to DBPs in three ways: a) the DBP concentration measured in the subject's tap water averaged for the 90 days before semen sampling; b) the product of the measured DBP concentration and volume of water ingested by each participant, adjusting for water filtration and boiling in the preparation of hot drinks; and c) the measured DBP concentration and time spent bathing and showering. The simplest level of analysis defined exposure based solely on the weekly concentrations of DBPs in tap water in the distribution system serving the man's home, as measured for the purposes of the study. The next method of exposure assignment incorporated information on ingestion of tap water and the major influences on DBP concentration in ingested tap water, namely point-of-use filters and heating. The volume of water consumed was multiplied by the tap water concentration and, after adjustment for filter use and heating, presented as an estimated dose with units of micrograms per day (Savitz et al. 2005, 2006). Because DBP levels in tap water may be altered if the consumer uses a filter or boils water before ingestion, it was necessary to adjust the tap water concentrations to take these factors into account. Due to these modifications, assignment of DBP levels via ingestion was calculated using a series of adjustment factors and equations based on the findings from a previous study (Savitz et al. 2005). Finally, we examined information on bathing and showering to estimate exposure to THMs, which are volatilized vol·a·til·ize intr. & tr.v. vol·a·til·ized, vol·a·til·iz·ing, vol·a·til·iz·es 1. To become or make volatile. 2. To evaporate or cause to evaporate. and inhaled in·hale v. in·haled, in·hal·ing, in·hales v.tr. 1. To draw (air or smoke, for example) into the lungs by breathing; inspire. 2. as well as being absorbed dermally. The duration of showering and bathing, combined with knowledge of the DBP concentrations in the tap water, was used to estimate absorbed and inhaled amounts based on previous literature (Savitz et al. 2006). We considered but ultimately chose not to use an integrated exposure classification that incorporated tap water concentration, ingestion, and bathing and showering behaviors due to the high correlation between this integrated exposure classification and the isolated bathing and showering classification (r = 0.97). In addition, ingested THMs are rapidly metabolized by the liver, whereas inhaled or dermally absorbed THMs are not (Haddad et al. 2006). Thus, addressing bathing and showering exposures alone assesses the effect of unmetabolized THMs potentially affecting reproductive health outcomes. Assignment of DBP concentrations for each man required information on the timing of exposure and the array of week-specific DBP measurements. For each DBP species, the average value for the 90 days preceding each semen sample was calculated in order to represent the average concentration to which those sperm had been exposed during their development from stem cells stem cells, unspecialized human or animal cells that can produce mature specialized body cells and at the same time replicate themselves. Embryonic stem cells are derived from a blastocyst (the blastula typical of placental mammals; see embryo), which is very young , through meiosis, spermiogenesis spermiogenesis /sper·mio·gen·e·sis/ (sper?me-o-jen´e-sis) the second stage in the formation of spermatozoa, when spermatids transform into spermatozoa. sper·mi·o·gen·e·sis n. , and epididymal transit (Clermont 1963; Heller and Clermont 1964). We also conducted analyses for which the average DBP value for the 30 days and 10 days preceding each semen sample was calculated. Results from these analyses did not differ materially from those with the 90-day window, and are not presented. The basis for selecting individual DBP species and groupings for analysis was guided by several considerations. First, evidence from toxicologic studies regarding potential reproductive toxicity reproductive toxicity Any adverse effect attributable to exposure to a chemical, directed against the reproductive and/or related endocrine systems Adverse effects Altered sexual behavior, fertility, pregnancy outcomes, or modifications in other functions that was considered, encouraging evaluation of the agents most likely to be directly responsible for adverse reproductive effects, should any be found. Second, previous epidemiologic studies were considered. Although these studies mainly evaluated effects in pregnant women, not men, we followed leads that they suggested and more generally addressed a number of the same agents as others had studied. Third, the availability of monitoring data and the status of DBP regulations was considered. Based on these criteria, we chose to evaluate all individual THM and HAA species, as well as THM4, HAA5, HAA9, the sum of all brominated THMs and HAAs (THM-Br and HAA-Br, respectively), and TOX. THM4 represents the sum of the concentrations of bromoform, chloroform chloroform (klôr`əfôrm) or trichloromethane (trī'klôrōmĕth`ān), CHCl3 , bromodichloromethane, and dibromochloromethane; HAA5 represents the sum of the concentrations of monobromoacetic acid, monochloroacetic acid, dibromoacetic acid, dichloroacetic acid Dichloroacetic acid, often abbreviated DCA, is a chemical compound, an acid, and an analogue of acetic acid in which two of the three hydrogen atoms of the methyl group have been replaced by chlorine atoms. , and trichloroacetic acid trichloroacetic acid /tri·chlo·ro·ace·tic ac·id/ (tri-klor?o-ah-se´tik) an extremely caustic acid, used in clinical chemistry to precipitate proteins and applied topically in chemabrasion and to remove warts. . HAA9 represents the sum of the concentrations of HAA5 plus bromochloroacetic acid, bromodichloroacetic acid, dibromochloroacetic acid, and tribromoacetic acid. TOX represents the sum of all measured DBPs plus other halogenated halogenated pertaining to a substance to which a halogen is added. halogenated salicylanilides see rafoxanide, clioxanide. organics of unknown identity. Statistical analyses. We performed statistical transformations on several of the outcome variables to better approximate the normality normality, in chemistry: see concentration. assumption of the linear model. Specifically, a natural log transformation was applied to the sperm count and concentration variables, and an arc sine arc sine n. The inverse of the sine function. arc sine The inverse of the sine function. Noun 1. transformation was applied to the percent normal sperm cells, percent of sperm cells with abnormal head, percent of sperm cells with abnormal midsection, percent of sperm cells with abnormal tails, and percent of sperm cells with abnormal cytoplasmic drop. For interpretability, each of the outcome variables was standardized standardized pertaining to data that have been submitted to standardization procedures. standardized morbidity rate see morbidity rate. standardized mortality rate see mortality rate. (after statistical transformation, if applied) such that the SD and the variance were equal to one. Thus each beta coefficient provides an estimate of effect in terms of a change in SDs of the response variable. We characterized the distribution of demographic, exposure, and other characteristics for all participants and by individual study site. In addition, we conducted bivariate bi·var·i·ate adj. Mathematics Having two variables: bivariate binomial distribution. Adj. 1. analyses for all covariates and exposure variables with each of the outcome variables. Linear regression Linear regression A statistical technique for fitting a straight line to a set of data points. was used to assess the association between each exposure variable and each outcome, adjusted for potential confounders. We entered all potential covariates into a linear regression model (one model for each outcome) with THM4 concentration as the dichotomous di·chot·o·mous adj. 1. Divided or dividing into two parts or classifications. 2. Characterized by dichotomy. di·chot exposure variable (top 50th percentile percentile, n the number in a frequency distribution below which a certain percentage of fees will fall. E.g., the ninetieth percentile is the number that divides the distribution of fees into the lower 90% and the upper 10%, or that fee level vs. bottom 50th percentile) for the exposure window 90 days before sample collection. The current U.S. EPA maximum contaminant level Maximum Contaminant Levels are standards that are set by the United States Environmental Protection Agency (EPA) for drinking water quality. A Maximum Contaminant Level (MCL) is the legal threshold limit on the amount of a hazardous substance that is allowed in drinking water under for THM4 in drinking water is a running annual average of 80 [micro]g/L in samples measured quarterly (U.S. EPA 1998). Because so few of our participants had exposures exceeding this limit, and those who did exceed the limit did not do so by much, we chose to dichotomize di·chot·o·mize v. di·chot·o·mized, di·chot·o·miz·ing, di·chot·o·miz·es v.tr. To separate into two parts or classifications. v.intr. To be or become divided into parts or branches; fork. the exposure variables and compare the top 50th exposure percentile to the bottom 50th exposure percentile in preliminary analyses. In subsequent analyses with all exposure variables, we chose to compare the top 25th and top 10th exposure percentiles to the bottom 50th exposure percentile. We evaluated potential confounders using the 10% rule, and we found that none of those evaluated [paternal PATERNAL. That which belongs to the father or comes from him: as, paternal power, paternal relation, paternal estate, paternal line. Vide Line. age, days abstaining, 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. ), income, education, alcohol consumption, race, ethnicity, smoking, fever, infection or other illness, caffeine caffeine (kăfēn`), odorless, slightly bitter alkaloid found in coffee, tea, kola nuts (see cola), ilex plants (the source of the Latin American drink maté), and, in small amounts, in cocoa (see cacao). use, and season the sample was collected] met this definition of confounding confounding when the effects of two, or more, processes on results cannot be separated, the results are said to be confounded, a cause of bias in disease studies. confounding factor because results did not differ by more than 10% with adjustment for covariates. We present results adjusted for paternal age, days abstaining, and education in order to facilitate comparison among previously published studies of semen quality and environmental contaminants. Because of the large number of comparisons (162), no adjustment for multiple comparisons, and the moderate correlations among outcomes and exposures of interest, associations of modest statistical significance should be cautiously interpreted. In addition to fitting models with a dichotomous exposure variable, we calculated partial correlation Noun 1. partial correlation - a correlation between two variables when the effects of one or more related variables are removed statistics - a branch of applied mathematics concerned with the collection and interpretation of quantitative data and the use of coefficients for all sperm outcomes and the selected groupings of DBPs as continuous variables adjusted for paternal age, days abstaining, and education. These partial correlation coefficients describe the linear association between DBP exposure and each (transformed) sperm outcome, adjusting for age, abstinence, and education. Results Participation and description of the study group. As detailed in a preliminary report (Olshan et al. 2007), we attempted to recruit the male partners of 960 female participants from the RFTS study. Of these 960 original female participants, 154 were lost to follow up, 460 refused to participate, and 41 reported that their partner was ineligible in·el·i·gi·ble adj. 1. Disqualified by law, rule, or provision: ineligible to run for office; ineligible for health benefits. 2. to participate. The remaining 305 women agreed to provide their partner's contact information. We were unable to contact 8 of these men, an additional 11 men did not meet the eligibility criteria to participate in the study, and 12 refused to participate. This left 274 (29%) men who were deemed eligible for the study. Among the 274 eligible men who were contacted, 230 completed the interview and provided an acceptable semen sample, yielding a participation of 84%. A signed informed consent form was not received from one of these participants who provided an acceptable semen sample, and this participant was excluded from analyses. One participant provided a very low volume semen sample inadequate for analysis. This participant had a vasectomy vasectomy, male sterilization by surgical excision of the vas deferens, the thin duct that carries sperm cells from the testicles to the prostate and the penis. before an additional sample could be collected and was excluded from analyses. Thus, final analyses included 228 men. Selected sociodemographic characteristics for the final HMS cohort were compared with those from all men deemed eligible for the study; these results are presented in Table 1. Men participating in the study did not differ from all men eligible for the study on age, education, household income, or cigarette smoking history, but were more likely to be white and to have had more years of schooling.
Table 1. Selected sociodemographic characteristics for final HMS
cohort (based on maternal interview data).
Eligible men Final
(n = 274) (n = 228)
Characteristic No. (%) No. (%)
Race/ethnicity
White, non-Hispanic 210 (77.2) 187 (82.0)
Black, non-Hispanic 32 (11.8) 18 (7.9)
Hispanic 6 (2.2) 0 (0.0)
Asian 3 (1.1) 3 (1.3)
Other 21 (7.7) 17 (7.5)
Paternal age (years)
19-24 38 (14.0) 26 (11.4)
25-29 84 (30.9) 71 (31.1)
30-34 102 (37.5) 89 (39.0)
35-40 48 (17.7) 42 (18.4)
Paternal education
[less than or equal to] High school 56 (20.7) 37 (16.3)
Some college 54 (20.0) 42 (18.5)
College graduate plus 160 (59.3) 148 (65.2)
some graduate work
Household income (US$/year)
[less than or equal to] 20,000 28 (10.4) 19 (8.4)
20,001-40,000 59 (21.9) 43 (19.1)
40,001-80,000 125 (46.5) 111 (49.3)
[greater than or equal to] 80,0001 57 (21.2) 52 (23.1)
Cigarettes/day
0 (nonsmoker) 224 (83.0) 194 (85.8)
[less than or equal to] 10 cigarettes/day 23 (8.5) 16 (7.1)
> 10 cigarettes/day 23 (8.5) 16 (7.1)
Demographic characteristics and potential confounders examined for inclusion in the regression model are presented in Table 2. Men from all three sites were similar with respect to age and race. Men from the brominated DBP site were more likely to be Hispanic, less likely to have graduated from college, and had lower income than the men from the chlorinated and low DBP sites. Other potential risk factors and confounders were similar among study sites. About 40% of the participants were self-reported smokers, and > 75% reported alcohol use. None of the participants had a BMI that would classify them as underweight Underweight An situation where a portfolio does not hold a sufficient amount of securities to satisfy the accepted benchmark of the portfolio's asset allocation strategy. Notes: . No semen samples were collected from men in the chlorinated DBP site during the spring. This is important because the water utility at the chlorinated DBP site switches from combined chlorine to free chlorine for one month in the spring, leading to spatial variability Spatial variability is characterized by different values for an observed attribute or property that are measured at different geographic locations in an area. The geographic locations are recorded using GPS (global positioning systems) while the attribute's spatial variability is in DBP exposure throughout the utility's service area. Men would have experienced different profiles of DBP exposure had they been sampled at that time.
Table 2. Demographic characteristics [no. (%)] of HMS participants by
site.
All sites Low DBP site
Covariate (n = 228) (n = 91)
Paternal age (years)
19-24 31 (14) 16 (18)
25-29 77 (34) 36 (40)
30-34 82 (36) 26 (29)
35-40 38 (17) 13 (14)
Race
Black 18 (8) 9 (10)
Non-black 210 (92) 82 (90)
Ethnicity
Hispanic 9 (4) 0 (0)
Non-Hispanic 219 (96) 91 (100)
Education
High school only 35 (15) 18 (20)
Some college 46 (20) 16 (18)
Graduated college 147 (64) 57 (63)
Income (US$/year)
[less than or equal to] 40,000 55 (24) 26 (29)
40,001-80,000 109 (48) 41 (45)
[greater than or equal to] 80,001 64 (28) 24 (26)
BMI
< 18.5 (underweight) 0 (0) 0 (0)
18.5 to < 25 (normal) 63 (28) 23 (25)
25 to < 30 (overweight) 108 (47) 41 (45)
30-< 35 (obese I) 34 (15) 12 (13)
[greater than or equal to] 35 (obese II) 23 (10) 15 (16)
Smoking status
Yes 93 (41) 37 (41)
No 135 (59) 54 (59)
Alcohol use
Yes 175 (77) 60 (66)
No 53 (23) 31 (34)
Days abstaining
2-3 84 (37) 36 (40)
4-8 124 (54) 48 (53)
> 8 20 (9) 7 (8)
Caffeine intake (mg/day)
None 0 (0) 0 (0)
> 0-150 170 (75) 64 (70)
> 150-300 7 (3) 3 (3)
> 300 6 (3) 2 (2)
Missing 45 (20) 22 (24)
Vitamin use
Yes 98 (43) 32 (14)
No 130 (57) 59 (26)
Season
Spring 43 (19) 31 (34)
Summer 60 (26) 17 (19)
Autumn 76 (33) 22 (24)
Winter 49 (21) 21 (23)
Covariate
Chlorinated Brominated
DBP site DBP site
Paternal age (years) (n= 92) (n= 45)
19-24 4 (4) 11 (24)
25-29 28 (30) 13 (29)
30-34 42 (46) 14 (31)
35-40 18 (20) 7 (16)
Race
Black 6 (7) 3 (7)
Non-black 86 (93) 42 (93)
Ethnicity
Hispanic 2 (2) 7 (16)
Non-Hispanic 90 (98) 38 (84)
Education
High school only 3 (3) 14 (31)
Some college 16 (17) 14 (31)
Graduated college 73 (79) 17 (38)
Income (US$/year)
[less than or equal to] 40,000 11 (12) 18 (40)
40,001-80,000 48 (52) 20 (44)
[greater than or equal to] 80,001 33 (36) 7 (16)
BMI
< 18.5 (underweight) 0 (0) 0 (0)
18.5 to < 25 (normal) 30 (33) 10 (22)
25 to < 30 (overweight) 47 (51) 20 (44)
30-< 35 (obese I) 11 (12) 11 (24)
[greater than or equal to] 35 (obese II) 4 (4) 4 (9)
Smoking status
Yes 32 (35) 24 (53)
No 60 (65) 21 (47)
Alcohol use
Yes 77 (84) 38 (84)
No 15 (16) 7 (16)
Days abstaining
2-3 38 (41) 10 (22)
4-8 50 (54) 26 (58)
> 8 4 (4) 9 (20)
Caffeine intake (mg/day)
None 0 (0) 0 (0)
> 0-150 64 (70) 42 (93)
> 150-300 3 (3) 1 (2)
> 300 3 (3) 1 (2)
Missing 22 (24) 1 (2)
Vitamin use
Yes 45 (20) 21 (9)
No 47 (21) 24 (11)
Season
Spring 0 (0) 12 (27)
Summer 22 (24) 21 (47)
Autumn 47 (51) 7 (16)
Winter 23 (25) 5 (11)
Sperm quality. The mean (median) sperm concentration for the entire group was 114.23 (90.50) million/mL (Table 3) and did not differ by study site (data not shown). The current WHO reference value for sperm concentration is [greater than or equal to]?20 million/mL (WHO 1999). In this group of men, < 5% had sperm concentrations < 20 million/mL. The mean (median) sperm count for the entire group was 362 (265) million. Table 3. Distribution of outcome variables for all HMS study sites. Outcome No. Mean [+ or -] SD Median (range) Sperm concentration 225 114.2 [+ or -]90.1 90.5 (millions/mL) (2.4-709.7) Sperm count 225 362 [+ or -] 311 265 (5-1,845) (millions/sample) Percent normal 228 14.1 [+ or -] 5.8 13.3 (2.0-36.0) morphology Percent abnormal 228 85.9 [+ or -] 5.8 86.8 morphology (64.0-98.0) Percent abnormal 228 78.6 [+ or -] 7.4 79.3 head (56.0-97.0) Percent abnormal 228 22.7 [+ or -] 8.9 21.0 (7.0-53.0) midsection Percent abnormal 228 22.2 [+ or -] 14.3 18.3 (2.0-65.0) tail Percent abnormal 228 1.6 [+ or -] 1.5 1.0 (0.0-9.0) cytoplasmic drop Percent CMA 223 60 [+ or -] 20 60 (20-90) Percent DFI 190 20 [+ or -] 10 20 (0-70) The mean ([+ or-] SD) percentage of normal sperm for all samples was 14.14 [+ or-] 5.84% (Table 3) and did not differ by study site (data not shown). The most recent WHO guidelines (WHO 1999) do not specify a reference value for this measure. Nevertheless, the guidelines note that as sperm morphology falls below 15% normal forms (using strict criteria for scoring sperm as normal), the fertilization fertilization, in biology, process in the reproduction of both plants and animals, involving the union of two unlike sex cells (gametes), the sperm and the ovum, followed by the joining of their nuclei. rate 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. decreases. It is notable that the mean percentage of normal sperm in our study population was just below this cutpoint for reduced fertility. The mean ([+ or-] SD) percentage of abnormal sperm head, midsection, and tail were 78.59 [+ or-] 7.41%, 22.71 [+ or-] 8.89%, and 22.24 [+ or-] 14.25%, respectively. We also examined the percentage of sperm with an abnormal cytoplasmic drop. The mean ([+ or-] SD) for this outcome was 1.55 [+ or-] 1.52%. We evaluated sperm DNA and chromatin integrity by the SCSA and CMA staining. Cells with DFI values above a threshold are considered abnormal. The SCSA had a mean ([+ or-] SD) percent DFI of 20 [+ or-] 12% (Table 3). This value was consistent with values reported by Wyrobek et al. (2006) in men with similar ages. The mean ([+ or-] SD) CMA was 60 [+ or-] 16%, which is higher than reported by Bianchi et al. (1993) for normospermic men, possibly because our scoring criteria were more inclusive. Disinfection by-product data. The DBP concentrations for grouped THMs, HAAs, and TOX, shown in quartiles for the 90 days preceding semen sampling, are presented in Figure 1. The 90-day mean values for THM4 exceeded the upper regulatory limit of 80 [micro]g/L for 18% of participants. The 90-day mean values for HAA5 did not exceed the upper regulatory limit of 60 [micro]g/L for any of the participants. DBP concentrations varied by site, as expected (Figure 1); that is, chlorinated species of THMs and HAAs were higher in the chlorinated DBP site than in the brominated DBP site. Conversely con·verse 1 intr.v. con·versed, con·vers·ing, con·vers·es 1. To engage in a spoken exchange of thoughts, ideas, or feelings; talk. See Synonyms at speak. 2. , brominated species of THMs and HAAs were higher in the brominated DBP site than the chlorinated DBP site. DBP concentrations were uniformly low in the low DBP site, as anticipated, and in many instances were below detectable levels. The overall and site-specific exposure differences calculated using volume of tap water ingested and frequency and duration of bathing and showering data coupled with measured DBP concentration did not differ substantially from DBP concentrations presented in Figure 1. That is, exposure to chlorinated species remained highest in the chlorinated DBP site; exposure to brominated species remained highest in the brominated DBP site; and exposures remained low and nondetectable in the low DBP site (data not shown). Disinfection by-product exposure and sperm outcomes. Overall, our results did not reveal a consistent pattern between elevated exposure to DBPs and increased occurrence of adverse sperm outcomes. We did not find any material differences in the results of our analyses when we used algorithms to include personal consumption or bathing and showering data compared with the use of DBP concentrations in tap water alone (data not shown). We also examined different exposure windows to see if these might affect our results. Calculating exposure during the 10, 30, and 90 days before semen collection produced similar results. We present the results for exposure based on the average concentration of weekly or biweekly DBP measurements during the 90 days before semen collection. For ease of interpretation, we have presented the results for exposures to six groupings of DBPs based on measured concentrations in the distribution system: THM4, HAA5, HAA9, THM-Br, HAA-Br, and TOX. Results for individual species of THMs and HAAs are available in Supplemental Material available online (http://www.ehponline.org/docs/2007/ 10120/suppl.pdf). The beta coefficients from the multivariable linear regression are presented in Table 4, and the partial correlation coefficients (r) are shown in Table 5. Finally, we conducted site-specific analyses to see if these might affect our results (Table 5).
Table 4. Results of multivariable (a) linear regression by semen
outcome, with exposure dichotomized as low (bottom 50th percentile)
or high (top 25th percentile) for selected groupings of DBPs.
THM4
Outcome (b) [beta] (95% CL)
Sperm count (c) 0.35 (-0.02, 0.72)
Sperm concentration (c) -0.16 (-0.49, 0.17)
Percent normal morphology (d) 0.65 (0.34, 0.96)*
Percent abnormal head (d) 0.23 (-0.10, 0.57)
Percent abnormal midsection (d) -0.82 (-1.13, -0.51)*
Percent abnormal tail (d) -1.22 (-1.51, -0.93)*
Percent abnormal cytoplasmic drop (d) 0.33 (0.02, 0.65)*
Percent CMA 0.17 (-0.17, 0.50)
Percent DFI -0.41 (-0.78, -0.05)*
HAA5
Outcome (b) [beta] (95% CL)
Sperm count (c) 0.51 (0.08, 0.93)*
Sperm concentration (c) 0.06 (-0.27, 0.39)
Percent normal morphology (d) 0.88 (0.55, 1.21)*
Percent abnormal head (d) 0.11 (-0.25, 0.47)
Percent abnormal midsection (d) -0.95 (-1.27, -0.64)*
Percent abnormal tail (d) -1.31 (-1.61, -1.02)*
Percent abnormal cytoplasmic drop (d) 0.31 (-0.02, 0.64)
Percent CMA -0.04 (-0.38, 0.30)
Percent DFI -0.43 (-0.78, 0.08)
HAA9
Outcome (b) [beta] (95% CL)
Sperm count (c) 0.36 (-0.02, 0.75)
Sperm concentration (c) -0.03 (-0.38, 0.31)
Percent normal morphology (d) 0.67 (0.37, 0.98)*
Percent abnormal head (d) 0.28 (-0.06, 0.61)
Percent abnormal midsection (d) -0.91 (-1.22, -0.59)*
Percent abnormal tail (d) -1.29 (-1.57, -1.01)*
Percent abnormal cytoplasmic drop (d) 0.37 (0.04, 0.70)*
Percent CMA -0.10 (-0.43, 0.23)
Percent DFI -0.51 (-0.85, -0.17)*
THM-Br
Outcome (b) [beta] (95% CL)
Sperm count (c) -0.06 (-0.44, 0.33)
Sperm concentration (c) -0.23 (-0.54, 0.07)
Percent normal morphology (d) 0.11 (-0.18, 0.40)
Percent abnormal head (d) 0.03 (-0.29, 0.34)
Percent abnormal midsection (d) 0.15 (-0.16, 0.47)
Percent abnormal tail (d) -0.21 (-0.54, 0.12)
Percent abnormal cytoplasmic drop (d) -0.12 (-0.42, 0.18)
Percent CMA -0.02 (-0.34, 0.31)
Percent DFI -0.15 (-0.49, 0.18)
HAA-Br
Outcome (b) [beta] (95% CL)
Sperm count (c) 0.00 (-0.37, 0.38)
Sperm concentration (c) -0.20 (-0.51, 0.11)
Percent normal morphology (d) 0.18 (-0.10, 0.47)
Percent abnormal head (d) 0.01 (-0.30, 0.33)
Percent abnormal midsection (d) 0.09 (-0.23, 0.41)
Percent abnormal tail (d) -0.28 (-0.61, 0.04)
Percent abnormal cytoplasmic drop (d) -0.10 (-0.41, 0.21)
Percent CMA -0.01 (-0.34, 0.32)
Percent DFI -0.18 (-0.52, 0.16)
TOX
Outcome (b) [beta] (95% CL)
Sperm count (c) -0.16 (-0.51, 0.19)
Sperm concentration (c) -0.34 (-0.66, -0.03)*
Percent normal morphology (d) 0.04 (-0.24, 0.33)
Percent abnormal head (d) 0.20 (-0.12, 0.52)
Percent abnormal midsection (d) 0.10 (-0.24, 0.44)
Percent abnormal tail (d) -0.28 (-0.60, 0.05)
Percent abnormal cytoplasmic drop (d) -0.23 (-0.53, 0.07)
Percent CMA -0.04 (-0.36, 0.29)
Percent DFI -0.19 (-0.55, 0.16)
(a) All models adjusted for age, days abstaining, and education level.
(b) All outcomes standardized such that SD = variance = 1.00.
(c) Natural log transformation applied. (d) Arc sine transformation
applied. * p < 0.05.
Table 5. Partial correlation coefficients (r) (a) for HMS semen
outcomes and selected groupings of DBPs on a continuous scale.
Outcome THM4 HAA5 HAA9
Sperm count (b)
All sites 0.11 0.14 0.110
Low DBP site -0.04 0.06 -0.01
Chlorinated DBP site -0.17 0.13 0.07
Brominated DBP site 0.13 -0.41 * -0.23
Sperm concentration (b)
All sites -0.04 0.01 -0.03
Low DBP site -0.03 0.03 -0.03
Chlorinated DBP site -0.28 ** 0.06 -0.06
Brominated DBP site 0.04 -0.07 -0.06
Percent normal morphology (c)
All sites 0.24 # 0.30 # 0.26 #
Low DBP site 0.10 0.10 0.09
Chlorinated DBP site 0.05 -0.03 0.07
Brominated DBP site -0.18 -0.12 -0.02
Percent abnormal head (c)
All sites 0.11 0.10 0.11
Low DBP site 0.20 0.10 0.16
Chlorinated DBP site -0.08 0.10 0.06
Brominated DBP site 0.31 0.22 0.28
Percent abnormal midsection (c)
All sites -0.25 # -0.33 # -0.25 #
Low DBP site -0.18 -0.15 -0.14
Chlorinated DBP site 0.00 -0.12 -0.14
Brominated DBP site 0.06 0.11 -0.05
Percent abnormal tail (c)
All sites -0.50 # -0.57 # -0.50 #
Low DBP site -0.14 -0.25 * -0.09
Chlorinated DBP site 0.19 0.20 -0.12
Brominated DBP site -0.11 0.15 -0.13
Percent abnormal cytoplasmic drop (c)
All Sites 0.15 * 0.20 ** 0.15 *
Low DBP site -0.02 -0.07 -0.04
Chlorinated DBP site -0.25 * -0.08 -0.19
Brominated DBP site 0.05 -0.31 -0.11
Percent CMA
All sites -0.04 -0.07 -0.08
Low DBP site -0.02 -0.10 -0.02
Chlorinated DBP site 0.29 ** -0.03 0.16
Brominated DBP site 0.27 0.07 -0.02
Percent DFI
All sites -0.16 * -0.19 ** -0.17 *
Low DBP site -0.06 0.02 -0.09
Chlorinated DBP site -0.18 0.06 -0.05
Brominated DBP site 0.28 0.36 * 0.29
Outcome THM-Br HAA-Br TOX
Sperm count (b)
All sites 0.05 0.03 0.08
Low DBP site -0.05 -0.01 0.00
Chlorinated DBP site -0.09 -0.06 -0.16
Brominated DBP site 0.19 0.19 0.22
Sperm concentration (b)
All sites -0.08 -0.08 -0.05
Low DBP site -0.05 -0.04 -0.07
Chlorinated DBP site -0.22 * -0.22 * -0.16
Brominated DBP site 0.09 0.13 -0.14
Percent normal morphology (c)
All sites 0.08 0.06 0.18 **
Low DBP site 0.10 0.09 0.07
Chlorinated DBP site 0.10 0.08 -0.04
Brominated DBP site -0.13 0.02 -0.17
Percent abnormal head (c)
All sites 0.09 0.08 0.10
Low DBP site 0.20 0.15 0.08
Chlorinated DBP site -0.14 -0.08 0.16
Brominated DBP site 0.19 0.04 0.22
Percent abnormal midsection (c)
All sites -0.03 0.00 -0.15 *
Low DBP site -0.17 -0.13 -0.12
Chlorinated DBP site -0.02 -0.07 -0.02
Brominated DBP site -0.02 -0.20 0.35
Percent abnormal tail (c)
All sites -0.24 # -0.20 ** -0.41 #
Low DBP site -0.14 -0.08 -0.15
Chlorinated DBP site 0.18 0.12 -0.09
Brominated DBP site -0.13 -0.22 0.06
Percent abnormal cytoplasmic drop (c)
All Sites 0.03 0.01 0.13
Low DBP site -0.02 0.04 0.03
Chlorinated DBP site -0.23 * -0.25 * -0.17
Brominated DBP site 0.07 0.07 0.15
Percent CMA
All sites -0.02 -0.05 -0.10
Low DBP site 0.00 -0.01 -0.05
Chlorinated DBP site 0.34 ** 0.36 # 0.27 *
Brominated DBP site 0.29 0.20 -0.23
Percent DFI
All sites -0.06 -0.07 -0.16 *
Low DBP site -0.09 -0.09 -0.07
Chlorinated DBP site -0.15 -0.15 -0.07
Brominated DBP site 0.25 0.20 -0.20
(a) All correlation coefficients were adjusted for age, days
abstaining, and education level.
(b) Natural log transformation applied.
(c) Arc sine transformation applied. * p < 0.05. ** p < 0.01.
# p < 0.001.
When interpreting the information in Tables 4 and 5, it is important to note that negative beta coefficients and correlation coefficients Correlation Coefficient A measure that determines the degree to which two variable's movements are associated. The correlation coefficient is calculated as: indicate increased adverse semen quality with elevated DBP exposure for the sperm count, sperm concentration, and percent normal sperm outcomes, whereas positive beta coefficients and correlation coefficients indicate decreased adverse semen quality with elevated DBP exposure for the percent sperm cells with abnormal heads, midsections, tails, and cytoplasmic drop; percent CMA; and percent DFI. Sperm count and concentration. Contrary to expectation, participants classified in the top 25th percentile of exposure to THMs had sperm counts that, on average, were one-third of an SD higher than those classified in the bottom 50th percentile of exposure [[beta] = 0.35; 95% confidence limits (CL), -0.02, 0.72] (Table 4). Similarly, exposures to higher concentrations of HAA5 were associated with higher sperm counts when the top 25th exposure percentile was compared with the bottom 50th exposure percentile. In support of our hypothesis, increasing exposure to TOX was found to decrease sperm concentration, with participants in the top 25th percentile of TOX exposure having one-third of an SD lower sperm concentration than those in the bottom 50th percentile ([beta] = -0.34; 95% CL, -0.66, -0.03) (Table 4). The partial correlation coefficients in Table 5 indicate that there are no linear associations between log-transformed sperm count and sperm concentration and the six DBP groupings examined in this study. Sperm morphology. Again, contrary to expectation, when participants in the top 25th percentile of exposure were compared with those in the bottom 50th percentile, those with the higher exposures also had higher percentages of normal sperm cells, which was statistically significant (p < 0.05) ([beta] = 0.65; 95% CL, 0.34, 0.96) (Table 4). The beta coefficients for percent abnormal head were positive in comparisons with each of the DBP groupings, although the magnitude of each was small and none was statistically significant. Conversely, all of the coefficients for the comparisons with percent abnormal tail and DBP groupings were negative, indicating a smaller proportion of abnormal outcomes with increasing DBP exposure. These comparisons produced some of the largest coefficients in our analyses (Table 4). The coefficients for percent abnormal midsection and THM4, HAA5, and HAA9 were all negative and statistically significant (p < 0.05) (Table 4), indicating a smaller proportion of abnormal outcomes with increasing DBP exposure. The coefficients for comparisons made with percent abnormal midsection and THM-Br, HAA-Br, and TOX were positive but low in magnitude. Contrary to expectations, the partial correlation coefficients in Table 5 also indicate a positive association between percent normal sperm cells and several DBP groupings. That is, the percent of normal sperm cells increased as exposure to THM4, HAA5, HAA9, and TOX increased [r = 0.242 (p < 0.001); r = 0.299 (p < 0.001); r = 0.245 (p < 0.001); and r = 0.184 (p < 0.01), respectively]. The partial correlation coefficients showed no association between exposure to any of the six DBP groupings and percent of sperm cells with abnormal head. The results for percent of sperm cells with abnormal midsection and tail did not support our hypothesis. As exposure to THM4, HAA5, HAA9, THM-Br, HAA-Br, and TOX increased, the percent of sperm cells with abnormal tails decreased (r = -0.498 (p < 0.001); r = -0.571 (p < 0.001); r = -0.498 (p < 0.001); r = -0.244 (p < 0.001); r = -0.200 (p< 0.01); and r = -0.413 (p< 0.001), respectively). Results for percent of sperm cells with abnormal midsections were similar, though the magnitudes of the coefficients were smaller. Abnormal cytoplasmic drop. The coefficients for percent abnormal cytoplasmic drop were positive for comparisons with THM4, HAA5, and HAA9, indicating an increase of approximately one-third of an SD with exposure to these DBP groupings [[beta] = 0.33 (95% CL, 0.02, 0.31); [beta] = -0.47 (95% CL, -0.02, 0.64); and [beta] = 0.37 (95% CL, 0.04, 0.70), respectively) (Table 4). The partial correlation coefficients show a slight positive association between percent of sperm cells with abnormal cytoplasmic drop and THM4, HAA5, and HAA9 [r = 0.150 (p < 0.05); r = 0.196 (p < 0.05); and r = 0.151 (p < 0.05), respectively]. Sperm genetic integrity assays. Based on the results of the multivariable linear regression and the partial correlation coefficients, there was no association between percent CMA and any of the DBP groupings. Overall, exposure to DBPs was associated with a decrease in cells with an abnormal DFI. This trend was most apparent with exposures to THM4, HAA5, and HAA9 [[beta] = -0.41 (95% CL, -0.78,-0.05); [beta] = -0.43 (95% CL -0.78,-0.08); and [beta] = -0.51 (95% CL -0.85,-0.17), respectively] (Table 4). The results from the partial correlation coefficients analyses were consistent with these associations (Table 5). Discussion Overall, the results of the present study do not support an association between exposure to DBPs at levels approaching regulatory limits and adverse sperm outcomes, although we did see an association between TOX and sperm concentration that was in line with our hypothesis. The results for sperm concentration are of interest with respect to our hypothesis because the association with exposure is significant for TOX, a measure of all halogenated organics in disinfected Disinfected Decreased the number of microorganisms on or in an object. Mentioned in: Isolation water. The lone association of TOX exposure with sperm concentration may lend support to findings that have suggested that TOX is a stronger risk factor for adverse pregnancy outcomes than any of the regulated DBP groups or species (Savitz et al. 2006) and that the toxicity of TOX is greater than that of the individual or subclasses of DBPs (Wang et al. 2007). This finding could be due, in part, to the fact that, at least for HAAs, the reproductive and developmental effects have been found to be additive additive In foods, any of various chemical substances added to produce desirable effects. Additives include such substances as artificial or natural colourings and flavourings; stabilizers, emulsifiers, and thickeners; preservatives and humectants (moisture-retainers); and across individual species (Andrews et al. 2004; Kaydos et al. 2004). Based on previous toxicology studies, we would have expected to see decrements in sperm morphology and sperm numbers after exposure to DBPs, but we did not. In fact, in toxicology studies, Linder et al. (1994a, 1994b, 1995, 1997a, 1997b) observed changes in sperm morphology at the lowest DBP doses, whereas at higher doses sperm morphology, sperm motility (not measured here), and epididymal sperm counts were all adversely affected. Therefore, our results for TOX, although not to be ignored, provide only weak and tentative evidence for an association between exposure to chlorinated water and altered semen quality. Our analyses of data on other outcomes produced results contrary to our expectation, including those for the relatively new outcomes that measure DNA damage and chromatin maturity in sperm. For example, higher DBP exposures were associated with a higher percentage of normal sperm cells. Also, evaluation of sperm morphology according to the type of defect (i.e., head vs. midpiece vs. tail defects) did not isolate any associations that could potentially be masked by evaluating the whole cell only. In a previous study of exposure to THMs (not considering HAAs or TOX) and semen quality, Fenster et al. (2003) reported an increase in sperm count and concentration with increasing exposure to THM4 and a decrease in percent normal sperm in the highest THM4 exposed group. Our results for THM4 exposure were not consistent with these findings, and our findings for HAAs and TOX could not be compared with theirs because Fenster et al. (2003) did not evaluate these compounds for spermatotoxicity. The present study had the benefits of a cohort design, a presumed fertile population, data on potential confounders, and modern semen analyses techniques. We had a thorough characterization of water exposures from interview data, including water consumption at home and at work, and data on frequency and duration of bathing and showering. We had the additional benefit of collecting DBP data with greater frequency than in previous epidemiologic studies of DBPs, and in a manner to diminish temporal and spatial variability. The array of DBPs measured included individual species of THMs, all nine HAA species, and TOX. We had a wide range of exposures available to study that resulted from the intentional selection of geographic sites with varying water quality characteristics that produced different distributions of chlorinated and brominated DBP species. Methodologically, there were a number of important refinements to the study with regard to exposure assessment. The opportunity to consider novel algorithms for estimating exposure via ingestion, inhalation, and dermal routes of exposure allowed for simultaneous exploration of a number of hypothesized pathways by which DBPs could affect male reproductive health. The largest limitation of the present study is our inability to control for confounding by study site. There was little to no overlap in exposure concentrations between study sites; even after examining many potential confounders, including income and education (surrogates for many other social factors), our strategy of using three different geographic sites to ensure a variety of water quality characteristics created a very strong relationship between residential location and exposure, with the potential for many aspects of site other than water quality to affect sperm quality. That is, if there were unmeasured and even unknown environmental or social influences on sperm quality that vary across our study sites, there would be the potential for those characteristics to confound con·found tr.v. con·found·ed, con·found·ing, con·founds 1. To cause to become confused or perplexed. See Synonyms at puzzle. 2. our measured effects of drinkingwater DBPs on sperm quality. To address this concern, we also conducted separate linear correlation analyses with participants from each geographic study site. Although the site-specific analyses have limited power due to lower sample sizes, it is of interest that the puzzling, albeit strong associations between exposure and improved sperm morphology are not significant within a site. These analyses also show no significant linear correlation between exposure and sperm concentration. The present study had several additional limitations: Our effect estimates were imprecise im·pre·cise adj. Not precise. im pre·cise ly adv. , and there were few men exposed to
concentrations of THM4 above regulatory limits and no men exposed to
concentrations of HAA5 above regulatory limits. It is possible that our
presumed fertile population accounts for the unusually high sperm counts
and low incidence of abnormal sperm counts compared with similar studies
enrolling men reporting to infertility infertility, inability to conceive or carry a child to delivery. The term is usually limited to situations where the couple has had intercourse regularly for one year without using birth control. clinics or of unknown fertility
status. To these means, it could be argued that if our presumed fertile
participants were affected by exposure to DBPs so as to lower their
sperm counts to a small extent, such an effect might be nondiscernible
against the high background sperm count (and its natural variation). We
feel this is an unlikely scenario, given the overall higher sperm counts
from men in the chlorinated DBP site, an exposed site, compared with
those of men in the low DBP site. Even though we measured DBP
concentrations weekly, unaccounted for An inclusive term (not a casualty status) applicable to personnel whose person or remains are not recovered or otherwise accounted for following hostile action. Commonly used when referring to personnel who are killed in action and whose bodies are not recovered. short-term temporal variability
may persist (although likely modest in magnitude). Our study was
vulnerable to the usual concerns of self-reported information from
questionnaire data. Beyond any overall error in reporting, the question
of differential error in which men tend to over-or underreport un·der·re·port tr.v. un·der·re·port·ed, un·der·re·port·ing, un·der·re·ports To report (income or crime statistics, for example) as being less than actually is the case. water ingestion, filter use, and duration of bathing and showering is unknown, but seems unlikely. Finally, in generating and interpreting a substantial array of results, the role of random error should be emphasized. We chose to categorize cat·e·go·rize tr.v. cat·e·go·rized, cat·e·go·riz·ing, cat·e·go·riz·es To put into a category or categories; classify. cat DBP exposure using percentile cut points rather than regulatory cut points for several reasons. First, we had very few participants exposed to THM4 concentrations above regulatory limits and no participants exposed to HAA5 concentrations above regulatory limits. Further, regulatory limits do not exist for individual species of THMs, HAAs, TOX, THM-Br, or HAA-Br. Finally, the concentration of many of the DBP species we evaluated varied widely by site, making it impossible to select cut points based on DBP concentration that would be useful across study sites. We examined the top 50th, 25th, and 10th percentiles of exposure in the exposed group and found no consistent pattern of association with sperm outcomes and DBP exposures at any of these levels. We chose to present the results from the intermediate exposure level (top 25th vs. bottom 50th percentiles) for the six composite DBP groupings along with partial correlation coefficients that retained the DBP concentrations in their continuous forms. Previous studies have suggested that exposures to THMs via bathing and showering may be more strongly associated with adverse reproductive outcomes than other exposure indicators (Klotz and Pyrch 1999). Our results did not support these findings. With the possible exception of sperm concentration and TOX, the results of this study do not support the hypothesis that continuous or intermittent exposure to tap water DBP concentrations within regulatory limits is associated with testicular toxicity as evidence by altered semen quality. Route of exposure (ingestion, inhalation, or dermal) did not change these results. Animal toxicologic studies have demonstrated that haloacetic acids disrupt spermatogenesis; however, these effects are observed at much higher concentrations (Linder et al. 1994a, 1994b, 1995). Confirmation of our results in additional studies of exposure to DBPs in tap water, especially at levels exceeding regulatory limits, would be of value for a more detailed risk characterization. REFERENCES Andrews JE, Nichols HP, Schmid JE, Mole NM, Hunter ES, Klinefelter GR. 2004. Developmental toxicity of mixtures: the water disinfection by-products dichloro-, dibromo-and bromochloro acetic acid acetic acid (əsē`tĭk), CH3CO2H, colorless liquid that has a characteristic pungent odor, boils at 118°C;, and is miscible with water in all proportions; it is a weak organic carboxylic acid (see carboxyl group). in rat embryo culture. Reprod Toxicol 19(1):111-116; doi:10.1016/j.reprotox.2004.06.005. Bianchi PG, Manicardi GC, Bizzaro D, Bianchi U, Sakkas D. 1993. Effect of deoxyribonucleic acid protamination on fluorochrome fluorochrome /flu·o·ro·chrome/ (-krom) a fluorescent compound used as a dye to mark protein with a fluorescent label. fluor·o·chrome n. staining and in situ In place. When something is "in situ," it is in its original location. nick-translation of murine murine /mu·rine/ (mur´en) pertaining to, derived from, or characteristic of mice or rats. mu·rine adj. and human mature spermatozoa spermatozoa see spermatozoon. . Biol Reprod 49:1083-1088; doi:10.1095/biolreprod49.5.1083. Christian MS, York RG, Hoberman AM, Frazee J, Fisher LC, Brown WR, et al. 2002. Oral (drinking water) two-generation reproductive toxicity study of dibromoacetic acid (DBA) in rats. Int J Toxicol 21(4):237-276; doi:10.1080/ 10915810290096432. Clermont Y. 1963. The cycle of the seminiferous epithelium seminiferous epithelium n. Epithelium that lines the seminiferous tubules of the testis. in man. Am J Anat 112:35-51; doi:10.1002/aja.1001120103. Esterhuizen AD, Franken DR, Lourens JG, Van Zyl van Zyl is an Afrikaans surname, and may refer to:
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Fertil Steril 87(3):554-564; doi:10.1016/j.fertnstert.2006.07.1517. Royster MO, Lobdell DT, Mendola P, Perreault SD, Selevan SG, Rothmann SA, et al. 2000. Evaluation of a container for collection and shipment of semen with potential uses in population-based, clinical, and occupational settings. J Androl 21:478-484. Sakkas D, Manicardi G, Bianchi PG, Bizzaro D, Bianchi U. 1995. Relationship between the presence of endogenous endogenous /en·dog·e·nous/ (en-doj´e-nus) produced within or caused by factors within the organism. en·dog·e·nous adj. 1. Originating or produced within an organism, tissue, or cell. nicks and sperm chromatin packaging in maturing and fertilizing mouse spermatozoa. Biol Reprod 52(5):1149-1155; doi: 10.1095/biolreprod52.5.1149. Savitz DA, Andrews KW, Pastore LM. 1995. Drinking water and pregnancy outcome in central North Carolina: source, amount and trihalomethane levels. Environ Health Perspect 103:592-596; doi:10.2307/3432436. Savitz DA, Singer PC, Hartmann KE, Herring AH, Weinberg HS, Makarushka C, et al. 2005. Drinking Water Disinfection By-Products and Pregnancy Outcome. Denver, CO:American Water Works Association American Water Works Association (AWWA) is an international nonprofit professional organization dedicated to the improvement of drinking water quality and supply. It was founded in 1881 and, as of 2007, there are approximately 60,000 AWWA members world-wide. . Savitz DA, Singer PC, Herring AH, Hartmann KE, Weinberg HS, Makarushka C. 2006. Drinking water disinfection by-product exposure and pregnancy loss. Am J Epidemiol 164(11): 1043-1051; doi:10.1093/aje/kwj300. Toledano MB, Nieuwenhuijsen MJ, Best N, Whitaker H, Hambly P, de Hoogh C, et al. 2005. Relation of trihalomethane concentrations in public water supplies to stillbirth Stillbirth Definition A stillbirth is defined as the death of a fetus at any time after the twentieth week of pregnancy. 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Screening and estimating of toxicity information with photobacterium bioassay Bioassay A method for the quantitation of the effects on a biological system by its exposure to a substance, as well as the quantitation of the concentration of a substance by some observable effect on a biological system. during chlorine disinfection of wastewater. J Hazard Mater 141(1):289-294; doi:10.1016/j.jhazmat.2006.07.001. World Health Organization. 1999. WHO Laboratory Manual for the Examination of Human Semen amd Semen-Cervical Mucus mucus /mu·cus/ (mu´kus) the free slime of the mucous membranes, composed of secretion of the glands, various salts, desquamated cells, and leukocytes. mu·cus n. Interactions. 4th ed. Cambridge, UK:Cambridge University Press Cambridge University Press (known colloquially as CUP) is a publisher given a Royal Charter by Henry VIII in 1534, and one of the two privileged presses (the other being Oxford University Press). . Wright JM, Schwartz J, Dockery DW. 2003. Effect of trihalomethane exposure on fetal development. Occup Environ Med 60:173-180; doi:10.1136/oem.60.3.173. Wyrobek AJ, Eskenazi B, Young S, Arnheim N, Tiemann-Boege I, Jabs EW, et al. 2006. Advancing age has differential effects on DNA damage, chromatin integrity, gene mutations Noun 1. gene mutation - (genetics) a mutation due to an intramolecular reorganization of a gene point mutation genetic science, genetics - the branch of biology that studies heredity and variation in organisms , and aneuploides in sperm. Proc Natl Acad Sci USA 103:9601-9606; doi:10.1073/pnas.0506468103. Zinaman MJ, Uhler ML, Vertuno E, Fisher SG, Clegg ED. 1996. Evaluation of computer-assisted semen analysis Semen Analysis Definition Semen analysis evaluates a man's sperm and semen. It is done to discover cause for infertility and to confirm success of vasectomy. (CASA Ca´sa n. 1. A house or mansion. I saw that Enriquez had made no attempt to modernize the old casa, and that even the garden was left in its lawless native luxuriance. - Bret Harte. ) with IDENT stain to determine sperm concentration. J Androl 17:288-292. Address correspondence to T.J. Luben, U.S. Environmental Protection Agency, National Center for Environmental Assessment, MD B 243-1, Research Triangle Park Research Triangle Park, research, business, medical, and educational complex situated in central North Carolina. It has an area of 6,900 acres (2,795 hectares) and is 8 × 2 mi (13 × 3 km) in size. Named for the triangle formed by Duke Univ. , NC 27711 USA. Telephone: (919) 541-5762. E-mail: luben.tom@epa.gov Supplemental Material is available online at http:// www.ehponline.org/docs/2007/10120/suppl.pdf We thank J. Smith and Y. Shen Shen, in the Bible, place, perhaps close to Bethel, near which Samuel set up the stone Ebenezer. for programming and statistical contributions to this project, and L. Lansdell for assistance with the study. This research was supported in part by grants from the U.S. Environmental Protection Agency (EPA; R-82932701), National Institute of Environmental Health Sciences The National Institute of Environmental Health Sciences (NIEHS) is one of 27 Institutes and Centers of the National Institutes of Health (NIH),which is a component of the Department of Health and Human Services (DHHS). The Director of the NIEHS is Dr. David A. Schwartz. (P30ES10126, T32ES007018), and American Water Works Association Research Foundation (CR825625-01, CR827268-01, CR828216-01). Although the research described in this article has been supported by the U.S. EPA, it does not necessarily reflect the views of the agency, and no official endorsement should be inferred. Mention of trade names or commercial products does not constitute endorsement or recommendation for use. The authors declare they have no competing financial interests. Received 29 January 2007; accepted 22 May 2007. Thomas J. Luben, (1) Andrew F. Olshan, (1) Amy H. Herring, (2) Susan Jeffay, (3) Lillian Strader, (3) Rebecca M. Buus, (3) Ronna L. Chan, (1) David A. Savitz, (4) Philip C. Singer, (5) Howard S. Weinberg, (5) and Sally D. Perreault (3) (1)Department of Epidemiology, and (2)Department of Biostatistics biostatistics /bio·sta·tis·tics/ (-stah-tis´tiks) biometry. bi·o·sta·tis·tics n. The science of statistics applied to the analysis of biological or medical data. , University of North Carolina School of Public Health, Chapel Hill, North Carolina Chapel Hill is a town in North Carolina and the home of the University of North Carolina at Chapel Hill (UNC-CH), the oldest state-supported university in the United States. As of the 2000 census, it had a population of 48,715. As of 2004 its estimated population was 52,440. , USA; (3)Reproductive Toxicology Division, Office of Research and Development, U.S. Environmental Protection Agency, Research Triangle Park, North Carolina, USA; (4)Department of Community and Preventive Medicine preventive medicine, branch of medicine dealing with the prevention of disease and the maintenance of good health practices. Until recently preventive medicine was largely the domain of the U.S. , Mount Sinai School of Medicine
Mount Sinai School of Medicine is a medical school found in the borough of Manhattan in New York City. , New York New York, state, United States New York, Middle Atlantic state of the United States. It is bordered by Vermont, Massachusetts, Connecticut, and the Atlantic Ocean (E), New Jersey and Pennsylvania (S), Lakes Erie and Ontario and the Canadian province of , New York, USA; (5)Department of Environmental Sciences and Engineering, University of North Carolina School of Public Health, Chapel Hill, North Carolina USA |
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