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Lead and [delta]-aminolevulinic acid dehydratase polymorphism: where does it lead? a meta-analysis.


BACKGROUND: Lead poisoning lead poisoning or plumbism (plŭm`bĭz'əm), intoxication of the system by organic compounds containing lead.  affects many organs in the body. Lead inhibits [delta]-aminolevulinic acid dehydratase dehydratase /de·hy·dra·tase/ (de-hi´drah-tas) a common name for a hydro-lyase.

de·hy·dra·tase
n.
 (ALAD ALAD

d-aminolevulinic acid dehydratase.
), an enzyme with two co-dominantly expressed alleles, ALAD1 and ALAD2.

OBJECTIVE: Our meta-analysis studied the effects of the ALAD polymorphism polymorphism, of minerals, property of crystallizing in two or more distinct forms. Calcium carbonate is dimorphous (two forms), crystallizing as calcite or aragonite. Titanium dioxide is trimorphous; its three forms are brookite, anatase (or octahedrite), and rutile.  on a) blood and bone lead levels and b) indicators of target organ target organ
n.
A tissue or organ that is affected by a specific hormone.


target organ,
n the organ or body part whose activity levels demonstrate change in the course of biofeedback.
 toxicity.

DATA SOURCE: We included studies reporting one or more of the following by individuals with genotypes ALAD1-1 and ALAD1-2/2-2: blood lead level (BLL BLL Blood Lead Level
BLL Bovis Lend Lease
BLL Business Logic Layer
BLL Buraku Liberation League (Japan)
BLL Billund, Denmark - Billund (Airport Code)
BLL Base Locator for Linkage
), tibia tibia: see leg.  or trabecular lead level, zinc protoporphyrin protoporphyrin /pro·to·por·phy·rin/ (-por´fi-rin) any of several porphyrin isomers, one of which is an intermediate in heme biosynthesis; it is accumulated and excreted excessively in feces in erythropoietic protoporphyria and variegate  (ZPP zpp Zirconium Production Plant
ZPP Zinc Proto-Porphyrin
ZPP Zirconium Potassium Perchlorate
ZPP Zero Probability Polynomial (complexity theory, randomized algorithms)
ZPP Zero Padded Prefix
), hemoglobin, serum creatinine creatinine /cre·at·i·nine/ (kre-at´i-nin) an anhydride of creatine, the end product of phosphocreatine metabolism; measurements of its rate of urinary excretion are used as diagnostic indicators of kidney function and muscle mass. , blood urea nitrogen blood urea nitrogen
n. Abbr. BUN
Nitrogen in the form of urea in the blood or serum, used as a indicator of kidney function.


Blood urea nitrogen (BUN) 
 (BUN), dimercaptosuccinic acid-chelatable lead, or blood pressure.

DATA EXTRACTION Data extraction is the act or process of retrieving (binary) data out of (usually unstructured or badly structured) data sources for further data processing or data storage (data migration). : Sample sizes, means, and standard deviations were extracted for the genotype groups.

DATA SYNTHESIS data synthesis Meta-analysis, see there : There was a statistically significant association between ALAD2 carriers and higher BLL in lead-exposed workers (weighted mean differences of 1.93 [micro]g/dL). There was no association with ALAD carrier status among environmentally exposed adults with BLLs < 10 [micro]g/dL. ALAD2 carriers were potentially protected against adverse hemapoietic effects (ZPP and hemoglobin levels), perhaps because of decreased lead bioavailability bioavailability /bio·avail·a·bil·i·ty/ (bi?o-ah-val?ah-bil´i-te) the degree to which a drug or other substance becomes available to the target tissue after administration.

bi·o·a·vail·a·bil·i·ty
n.
 to heme pathway enzymes.

CONCLUSION: Carriers of the ALAD2 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.
 had higher BLLs than those who were ALAD1 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.
 and higher hemoglobin and lower ZPP, and the latter seems to be inversely related to BLL. Effects on other organs were not well delineated, partly because of the small number of subjects studied and potential modifications caused by other proteins in target tissues or by other polymorphic polymorphic - polymorphism  genes.

KEY WORDS: ALAD polymorphism, lead, meta-analysis. Environ Health Perspect 115: 35-41 (2007). doi:10.1289/ehp.9448 available via http://dx.doi.org/[Online 15 September 2006]

**********

Lead poisoning is a complex disorder affecting many organs in the body, including developing red blood cells Red blood cells
Cells that carry hemoglobin (the molecule that transports oxygen) and help remove wastes from tissues throughout the body.

Mentioned in: Bone Marrow Transplantation

red blood cells 
, the kidneys, and the nervous system. Young children are most susceptible to the toxic effects of lead. Major concerns are the cognitive and neurobehavioral deficits resulting from lead exposure levels that were previously considered safe. High levels of exposure can cause encephalopathy encephalopathy /en·ceph·a·lop·a·thy/ (en-sef?ah-lop´ah-the) any degenerative brain disease.

AIDS encephalopathy  HIV e.

anoxic encephalopathy  hypoxic e.
 and death [Agency for Toxic Substances and Disease Registry The United States Agency for Toxic Substances and Disease Registry, (ATSDR) is an agency for the U.S. Department of Health and Human Services that is directed by a congressional mandate to perform specific functions concerning the effect on public health of hazardous  (ATSDR ATSDR Agency for Toxic Substances & Disease Registry ) 1999].

Lead deposition in the body consists of three major pools: blood, bone, and soft tissues (Rabinowitz et al. 1976). The blood pool accounts for only 2% of the total body burden, unless there is an acute exposure, but is a rapidly exchangeable component. The bone pool contains > 95% of the total body burden, where it may be mobilized and contribute to the blood lead level (BLL) in previously exposed persons. Differences in lead accumulation in various bone types have been reported. Tibia concentrations differ from those observed in the patella patella (pətĕl`ə): see kneecap. . The cortical bone cortical bone
n.
See cortical substance.
 of the tibia represents a long-term storage depot with an elimination half-life for lead in excess of a decade. In contrast, the more dynamic trabecular bone trabecular bone
n.
See spongy bone.
 of the patella exhibits a shorter half-life (Rabinowitz et al. 1976). The remainder of the total body load is distributed in an intermediate pool of soft tissues, skin, and muscle. Elimination half-lives for lead are estimated at 30-40 days in blood and up to 20 years or longer in bone (Marcus 1985a, 1985b). Lead is eliminated mainly in the urine.

Lead is a potent inhibitor of [delta]-aminolevulinic acid dehydratase (ALAD), coproporphyrinogen oxidase oxidase /ox·i·dase/ (ok´si-das) any enzyme of the class of oxidoreductases in which molecular oxygen is the hydrogen acceptor.

ox·i·dase
n.
, and ferrochelatase, enzymes that catalyze the second, sixth, and final steps, respectively, in the biosynthesis Biosynthesis

The synthesis of more complex molecules from simpler ones in cells by a series of reactions mediated by enzymes. The overall economy and survival of the cell is governed by the interplay between the energy gained from the breakdown of compounds
 of heme (Onalaja and Claudio 2000; Warren et al. 1998). Because the metal has the greatest effect on ALAD, measurement of ALAD activity can be used as a marker of effect of lead exposure (Chisolm et al. 1985). ALAD, an octameric zinc-containing enzyme, catalyzes the condensation of two molecules of 5-aminolevulinic acid (ALA) into one molecule of monopyrrole porphobilinogen (PBG PBG
abbr.
porphobilinogen
). Inhibition of ALAD activity produces increased urinary excretion of ALA (Warren et al. 1998).

Lead displaces zinc from the enzyme's active site, and the inactivation inactivation /in·ac·ti·va·tion/ (in-ak?ti-va´shun) the destruction of biological activity, as of a virus, by the action of heat or other agent.  of ALAD has been implicated im·pli·cate  
tr.v. im·pli·cat·ed, im·pli·cat·ing, im·pli·cates
1. To involve or connect intimately or incriminatingly: evidence that implicates others in the plot.

2.
 in the pathogenesis of lead poisoning. The resulting accumulation of its substrate, ALA, has been shown to have a neuropathogenic effect, probably by acting as a [gamma]-aminobutyric acid (GABA GABA ?.

GABA
abbr.
gamma-aminobutyric acid


GABA (gamma-aminobutyric acid)
A neurotransmitter that slows down the activity of nerve cells in the brain.
) receptor agonist agonist /ag·o·nist/ (ag´ah-nist)
1. one involved in a struggle or competition.

2. agonistic muscle.

3.
 in the nervous system (Brennan and Cantrill 1979).

Human ALAD, encoded by a single gene localized to the chromosome 9q34 region, is a polymorphic enzyme with two alleles, ALAD1 and ALAD2 [Single Nucleotide Polymorphism Noun 1. single nucleotide polymorphism - (genetics) genetic variation in a DNA sequence that occurs when a single nucleotide in a genome is altered; SNPs are usually considered to be point mutations that have been evolutionarily successful enough to recur in a  database (dbSNP) ID: rs1800435; http://www.ncbi.nlm.nih.gov/SNP/index.html], which are co-dominantly expressed (Battistuzzi et al. 1981). The difference between the two alleles lies in a single G[right arrow]C transversion mutation transversion mutation
n.
A point mutation involving base substitution in which the orientation of purine and pyrimidine is reversed.
 of nucleotide 177 in ALAD2; the allozyme resulting from the ALAD2 allele contains the substitution of a neutral asparagine asparagine (əspâr`əjēn), organic compound, one of the 20 amino acids commonly found in animal proteins. Only the l-stereoisomer participates in the biosynthesis of mammalian proteins.  for a positively charged Adj. 1. positively charged - having a positive charge; "protons are positive"
electropositive, positive

charged - of a particle or body or system; having a net amount of positive or negative electric charge; "charged particles"; "a charged battery"
 lysine lysine (lī`sēn), organic compound, one of the 20 amino acids commonly found in animal proteins. Only the l-stereoisomer appears in mammalian protein.  at residue 59 (Wetmur et al. 1991b). Three differently charge allozymes, ALAD1-1, 1-2, and 2-2, result from the expression of the ALAD1 and ALAD2 genes. In several white populations, the frequencies of the ALAD1 and ALAD2 genes have been estimated to be 0.9 and 0.1, respectively. Asian and African populations have lower frequencies of the ALAD2 allele (Kelada et al. 2001).

Several epidemiologic studies have attempted to correlate the ALAD 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
 variations with a differential susceptibility to lead poisoning. The biologic plausibility for a differential role of the two alleles lies in the fact that the lysine substitution at residue 59 changes the electrical charge of the enzyme (Battistuzzi et al. 1981); the more electronegative electronegative /elec·tro·neg·a·tive/ (e-lek?tro-neg´it-iv) bearing a negative electric charge.

e·lec·tro·neg·a·tive
adj.
1. Having a negative electric charge.

2.
 ALAD2 enzyme may thus have a higher affinity/stability for the lead cation cation (kăt'ī`ən), atom or group of atoms carrying a positive charge. The charge results because there are more protons than electrons in the cation.  than ALAD1 (Wetmur et al. 1991b). This could result in an alteration of lead toxicokinetics and susceptibility to lead toxicity. The first studies comparing BLL and ALAD polymorphism were conducted on a chronically exposed population of 202 male lead workers in a German factory (Ziemsen et al. 1986), and an environmentally exposed population of 1,051 children with elevated free erythrocyte erythrocyte (ĭrĭth`rəsīt'): see blood.
erythrocyte
 or red blood cell or red blood corpuscle

Blood cell that carries oxygen from the lungs to the body tissues.
 protoporphyrin (Astrin et al. 1987). These studies showed that individuals carrying one or two copies of the ALAD2 allele exhibited higher BLLs than homozygous individuals with only the ALAD1 allele. These findings led to the suggestion that ALAD2 may be a determinant for increased susceptibility to lead toxicity (Wetmur et al. 1991a). However, some studies have reported either no difference among individuals homozygous for ALAD1 relative to individuals carrying the ALAD2 allele, or the differences among the two groups were not statistically significant. The extreme variability in the published data is due to several factors: relatively small numbers of subjects, different frequencies of the ALAD2 allele in various populations, and different levels of lead exposure as determined by BLLs in the populations studied. We used a series of meta-analyses to quantify the effects of this genetic polymorphism and to understand lead toxicokinetics.

Methods

Study selection. MEDLINE The online medical database of the U.S. National Library of Medicine (NLM) whose parent is the National Institutes of Health, Bethesda, MD. MEDLINE contains millions of articles from thousands of medical journals and publications. The consumer section of the site (http://medlineplus.  (National Library of Medicine 2006) and Web of Science (Thomson Scientific Thomson Scientific is one of the five operating divisions of the Thomson Corporation. The Scientific division provides information-based solutions for the Academic, Business and R&D communities.  2006) databases were searched to January 2006 for English-language publications of observational studies observational studies,
n.pl an investigational method involving description of the associations be-tween interventions and outcomes. Outcomes research and practice audits are examples of this investigational method.
. The citations in the articles identified were also searched to find other potentially eligible studies. Common text words and Medical Subject Headings (MeSH) related to lead poisoning, gene polymorphism, and ALAD were used. No attempt was made to contact the authors of any of the articles, except to resolve discrepancies in the reported values.

We required that two a priori a priori

In epistemology, knowledge that is independent of all particular experiences, as opposed to a posteriori (or empirical) knowledge, which derives from experience.
 criteria be met for inclusion in the meta-analysis: a) sample sizes, means, and SDs were either reported or could be determined for the ALAD1-1 and ALAD1-2/2-2 genotypes; and b) combined with one or more of the following measures--BLL, tibia lead level, trabecular (patella or calcaneus calcaneus /cal·ca·ne·us/ (kal-ka´ne-us) pl. calca´nei   [L.] heel bone; the irregular quadrangular bone at the back of the tarsus. calca´nealcalca´nean

cal·ca·ne·us or cal·ca·ne·um
n.
) lead level, zinc protoporphyrin (ZPP), hemoglobin, serum creatinine, dimercaptosuccinic acid-chelatable lead, and systolic Systolic
The phase of blood circulation in which the heart's pumping chambers (ventricles) are actively pumping blood. The ventricles are squeezing (contracting) forcefully, and the pressure against the walls of the arteries is at its highest.
 or diastolic blood pressure Diastolic blood pressure
Blood pressure when the heart is resting between beats.

Mentioned in: Hypertension
. When multiple studies used the same cohort of subjects, the first publication that reported the values of the variables of interest was included.

Data extraction. Sample sizes, means, and SDs 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.
 genotype (homozygous ALAD1-1 and ALAD2-2 and 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.
 ALAD1-2) were extracted independently by two authors (F.S and D.M.). Wu et al. (2004) reported data in groups of workers subjected to high and low lead exposures. We mathematically combined the data of the two groups to extract the means for all exposed workers according to the genotype. The pooled estimate of the variance from two independent samples was used to extract the SDs according to genotype. Therefore, only one effect size was entered in the model. The data from each study were entered twice to minimize data-entry errors.

Statistical analysis. The data were analyzed using Stata software version 7 (StataCorp., College Station, TX, USA). In each study the size of the effect was calculated by the difference between the means of the ALAD1-2/2-2 and the ALAD1-1 groups. Each mean difference was weighted according to the inverse of its variance, and the average was taken [weighted mean difference (WMD WMD

white muscle disease.
)]. To combine data from studies in which the same outcome was measured by different scales (serum creatinine), or when the outcome value was measured by different methods (bone lead, ZPP), the mean difference was standardized by dividing by the within-group SD; the results were then weighted and the average, or standardized mean difference (SMD (1) (Storage Module Device) A high-performance hard disk interface used with minis and mainframes that transfers data in the 1-4 MBytes/sec range (SMD-E provides highest rate). See hard disk. ), taken. The WMD or SMD in each study was pooled using a random-effects model. Results are given with 95% confidence intervals (CIs). Between-study heterogeneity in the results of the studies was assessed using a chi-square test chi-square test: see statistics.  and the [I.sup.2] measure of inconsistency. Significant heterogeneity was defined as a chi-square test p-value < 0.1. [I.sup.2] takes values between 0% and 100% with higher values denoting greater degree of heterogeneity ([I.sup.2] = 0-25%: no heterogeneity; [I.sup.2] = 25-50%: moderate heterogeneity; [I.sup.2] = 50-75%: large heterogeneity; [I.sup.2] = 75-100%: extreme heterogeneity) (Higgins et al. 2003). Furthermore, to examine between-study heterogeneity, we used a priori 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.
 analyses including the study design (occupational and environmental studies) and age status (children and adults) and presence of Hardy-Weinberg equilibrium (HWE HWE Horner-Wadsworth-Emmons (organic reaction)
HWE Healthy Worker Effect
HWE Hardy-Weinberg Equilibrium Test
HWE Harper Wood Electric
HWE Henry Walker Eltin Mining (Nedlands, West Australia) 
). Publication bias was assessed using the methods proposed by Begg and Mazumdar(1994) and by Egger et al. (1997). All p-values are two-tailed.

Results

The search procedure yielded 45 references that were retrieved for additional information (Figure 1). We initially excluded 4 review papers, 5 non-English research articles, and 2 articles that reported data on different variant of the ALAD2 polymorphism. Of the remaining 34 articles, 7 did not have relevant data for effect size calculation. Moreover, the corresponding author of a study of environmentally exposed children (Shen Shen, in the Bible, place, perhaps close to Bethel, near which Samuel set up the stone Ebenezer.  et al. 2001) was contacted twice by monthly e-mail to resolve some discrepancy in their reported study. Three months after failing to receive an answer, we decided to exclude the study. Therefore, 24 studies were included in the meta-analysis (Alexander et al. 1998; Astrin et al. 1987; Duydu and Suzen 2003; Fleming et al. 1998; Hsieh et al. 2000; Hu et al. 2001; Kim et al. 2004; Lee BK et al. 2001; Lee SS et al. 2001; Perez-Bravo et al. 2004; Sakai et al. 2000; Schwartz et al. 1995, 1997a, 1997b, 2000; Sithisarankul et al.1997; Smith et al. 1995; Suzen et al. 2003; Theppeang et al. 2004; Weaver et al. 2003; Wetmur et al. 1991a; Wu et al. 2003, 2004; Ziemsen et al. 1986), and of these, 11 were multiple publications that often had other different outcomes of interest. When we found a discrepancy in the reported studies, the authors were contacted and the corrected data were used. Table 1 characterizes the studies that did meet criteria for inclusion.

ALAD polymorphism and blood lead level. Nine occupational studies (Alexander et al. 1998; Fleming et al. 1998; Kim et al. 2004; Sakai et al. 2000; Schwartz et al. 1995, 2000; Suzen et al. 2003; Wetmur et al. 1991a; Wu et al. 2004) were included in our analysis, and 5 environmental exposure studies of which 3 were conducted among adults (Smith et al. 1995; Hsieh et al. 2000; Wu et al. 2003) and 2 among children (Perez-Bravo et al. 2004; Wetmur et al. 1991a). Thus, a total of 14 studies were included in our analysis of blood lead level and ALAD polymorphism. Each of the studies was rechecked for HWE. We did not find HWE in the study by Wetmur et al. (1991a) that presented separate data on previously reported studies of occupational exposure in adults (Ziemsen et al. 1986) and environmental exposure in children (Astrin et al. 1987). The absence of HWE is most likely because of ethnicities of the populations: the occupational study comprised workers of German and Turkish origins (Ziemsen et al. 1986), whereas the study of children included whites, blacks, Hispanics, and Asians (Astrin et al. 1987). Table 2 shows the frequency of the ALAD polymorphism and the status of the HWE in the studies analyzed.

There is evidence that inclusion of studies that deviate from HWE can affect the pooled estimate and be potential sources of heterogeneity across the studies (Trikalinos et al. 2006). Hence, we conducted pooled analysis with and without studies that deviated from HWE.

Pooled WMD analysis among the 14 studies, which included a total of 6,672 subjects, 5,861 (87.84%) were homozygous for ALAD1 and 811 (12.16%) carried the ALAD2 allele, showed a large heterogeneity among the studies ([[chi squared].sub.13.sup.2] = 54.75; p = 0.000; [I.sup.2] = 76.3%) (Table 3; Figure 2). In subgroup analysis Subgroup analysis, in the context of design and analysis of experiments, refers to looking for pattern in a subset of the subjects[1]. See also
  • Post-hoc analysis
References

1.
 (subgroups were defined by the type of study and by population, that is, occupationally and environmentally exposed adults and children), there was no heterogeneity between occupational studies ([I.sup.2] = 0), between the studies of environmentally exposed children ([I.sup.2] = 0), and moderate heterogeneity among the studies of environmentally exposed adults ([I.sup.2] = 55.2%). After removal of the studies not in HWE, the overall heterogeneity decreased ([[chi squared].sub.11.sup.2] = 17.92; p = 0.07), and the variation in WMD attributable to heterogeneity was moderate ([I.sup.2] = 38.6%) (Table 3). Overall, the pooled WMD analysis indicated that the carriers of ALAD2 allele had a significantly higher BLL (2.31 [micro]g/dL; 95% CI, 0.93 to 3.70) compared with carriers homozygous for the ALAD1 allele, a finding that was mostly driven by the occupational studies. Removal of the two studies not in HWE resulted in a not significantly higher WMD level of BLL (0.86 [micro]g/dL; 95% CI, -0.1 to 1.73). There was no evidence of publication bias according to Begg's test (p = 1.0, with continuity correction In probability theory, if a random variable X has a binomial distribution with parameters n and p, i.e., X is distributed as the number of "successes" in n independent Bernoulli trials with probability p ) and Egger's test (p = 0.10).

Occupational studies. Lead workers carrying the ALAD2 allele had higher BLLs (WMD = 2.56 [micro]g/dL; 95% CI, 1.21 to 3.90), with the difference being statistically significant (p = 0.027) (Figure 3). Analysis of the studied in HWE (Table 3) resulted in a decreased but still significant higher WMD (2.24 [micro]g/dL; 95% CI, 0.85 to 3.62).

Environmental adult studies. By contrast, the WMD in adults environmentally exposed to lead was 0.05 [micro]g/dL (95% CI, -0.79 to 0.88), which was not statistically significant.

Environmental children studies. Pooled analysis of the two studies of children showed a WMD in BLL of 7.34 [micro]g/dL (95% CI, 4.92 to 9.76), with the individuals carrying ALAD2 having significantly higher BLLs (p = 0.00). However, the data should be viewed cautiously because other than deviation from HWE, the individuals selected for the study reported by Wetmur et al. (1991a) had higher initial clinical evaluations of elevated erythrocyte protoporphyrin (FEP See front end processor. ) levels thus introducing potentially serious selection bias in the study design.

ALAD polymorphism and heme synthesis. Zinc protoporphyrin (ZPP). Six published occupational studies related ZPP to ALAD polymorphism (Alexander et al. 1998; Kim et al. 2004; Lee SS et al. 2001; Sakai et al. 2000; Schwartz et al. 1995; Wu et al. 2004). Because the methods used to measure ZPP were not uniform, we calculated the SMD. The overall pooled SMD was -0.09, indicating that individuals carrying the ALAD 2 allele had lower ZPP values (Figure 3). However, the SMD was not statistically significant (95% CI, -0.22 to 0.03; p = 0.13). Heterogeneity was not significant ([[chi squared].sub.5.sup.2] = 3.88, p = 0.56; [I.sup.2] = 0.0%), indicating that the studies were homogeneous. There was no evidence of publication bias according to Begg's test (p = 1.0, with continuity correction) and Egger's test (p = 0.37).

Hemoglobin. Six published cross-sectional studies related hemoglobin levels to ALAD polymorphism: four occupational (Kim et al. 2004; Schwartz et al. 1997a, 2000; Wu et al. 2004), one on environmentally exposed adults (Hsieh et al. 2000), and one on environmentally exposed children (Perez-Bravo et al. 2004) studies. Individuals carrying ALAD2 had higher hemoglobin measurements (WMD = 0.18 g/dL; 95% CI, 0.05 to 0.31; p = 0.007) (Figure 4). However, stratification by study design shows that individuals environmentally exposed to lead carrying ALAD2 had a not statistically significant higher hemoglobin measurement (WMD = 0.22 g/dL; 95% CI, -0.20 to 0.63; p = 0.306). Heterogeneity was not significant ([[chi squared].sub.5.sup.2] = 1.55; p = 0.9; [I.sup.2] = 0.0%); the studies are thus homogeneous and it is appropriate to use the summary weighted mean. There was no evidence of publication bias according to Begg's test (p = 0.45, with continuity correction) and Egger's test (p = 0.66).

ALAD polymorphism and bone compartment. Tibia lead level. Ten studies reported data on lead levels in tibia bone and ALAD polymorphism as an outcome measure. Four studies that relied on previous data sets (Lee BK et al. 2001; Lee SS et al. 2001; Weaver et al. 2003; Wu et al. 2003) and two that did not have data based on the polymorphism (Bellinger et al. 1994; Weaver et al. 2003) were excluded, leaving four studies for analysis: two studies involving lead workers (Fleming et al. 1998; Schwartz et al. 2000) and two of environmentally exposed adults (Smith et al. 1995; Wu et al. 2003). Because the methods used to measure tibia lead levels were not the same in all studies, the pooled SMD was calculated. The overall pooled SMD of -0.07 was not significant (95% CI, 0.20 to 0.05) and no significant heterogeneity existed among the studies ([I.sup.2] = 0.0%) (Table 4).

Trabecular (patella and calcaneus) lead level. Four studies--two occupational studies (Fleming et al. 1998; Theppeang et al. 2004) and two environmental studies (Smith et al. 1995; Wu et al. 2003)--were analyzed for differences in trabecular lead level and ALAD polymorphism. The overall pooled SMD of -003 (95% CI: 0.16, 0.09) was not significant and heterogeneity was absent ([I.sup.2] = 0.0%) (Table 4).

Difference between trabecular and cortical bone lead level. Two environmental studies (Hu et al. 2001; Smith et al. 1995) and one involving lead workers (Fleming et al. 1998) were analyzed for differences between trabecular (patella and calcaneus) and cortical (tibia) bone lead levels and ALAD polymorphism. The overall pooled SMD (SMD = 0.03; 95% CI, 0.21 to 0.26) was not significant, but there was moderate heterogeneity ([I.sup.2] = 50.9%) (Table 4). Overall, these analyses showed no significant difference between ALAD genotypes and trabecular and cortical bone lead concentrations.

ALAD polymorphism and DMSA DMSA

dimercaptosuccinic acid.
 test outcome. Dimercaptosuccinic acid (DMSA) is a chelating agent chelating agent

a substance which combines with a metallic ion to produce an inert chelate, e.g. ethylenediamine tetra-acetic acid, penicillamine.
 used to treat lead intoxication intoxication, condition of body tissue affected by a poisonous substance. Poisonous materials, or toxins, are to be found in heavy metals such as lead and mercury, in drugs, in chemicals such as alcohol and carbon tetrachloride, in gases such as carbon monoxide, and . Two studies (Schwartz et al. 1997b, 2000) reported chelatable urinary lead after administration of oral doses of DMSA. The WMD calculated from these studies showed that individuals homozygous for ALAD2 had an average of -21.30 [micro]g of DMSA-chelatable lead (95% CI, 40.81 to -1.79; p = 0.03) higher than heterozygous workers (Table 4). These data indicate that the bioavailability of lead is greater in ALAD1-1 individuals than in ALAD1-2 individuals.

ALAD polymorphism and kidney function. Serum creatinine. Four studies reported serum creatinine values and ALAD polymorphism (Bergdahl et al. 1997a; Smith et al. 1995; Weaver et al. 2003; Wu et al. 2003). The study by Bergdahl et al. (1997a) was excluded because it was not possible to calculate the mean and SD. Therefore, only three studies were analyzed by pooled SMD: two conducted in environmentally exposed individuals (Smith et al. 1995; Wu et al. 2003), and one in lead-exposed workers (Weaver et al. 2003). Very high heterogeneity was present (p < 0.001; [I.sup.2] = 92.9%) (Table 4), that could be attributed to different levels of lead exposure. Pooled analysis of the two studies reporting low levels of lead exposure (environmental studies) shows that individuals carrying the ALAD2 allele had a corresponding significantly higher serum creatinine (SMD = 0.48; 95% CI, 0.33 to 0.62) than those individuals homozygous for ALAD1.

ALAD polymorphism and blood pressure. Two cross-sectional studies related systolic blood pressure Systolic blood pressure
Blood pressure when the heart contracts (beats).

Mentioned in: Hypertension
 to ALAD polymorphism (Lee BK et al. 2001; Smith et al. 1995). The pooled WMD was 0.30 mmHg higher in individuals carrying the ALAD2 allele, but the difference was not statistically significant (95% CI, -2.18 to 2.78) (Table 4).

Heterogeneity was present among three studies (Lee BK et al. 2001; Smith et al. 1995; Wu et al. 2003) relating diastolic blood pressure to ALAD polymorphism ([[chi squared].sub.2.sup.2] = 6.16; p = 0.05; [I.sup.2] = 66.9%) (Table 4). This heterogeneity was most likely due to the different frequency of the ALAD2 allele in the population investigated, as well as the level of lead exposure. Exclusion of the occupational study (Lee BK et al. 2001), which has a low frequency of ALAD2 allele and modestly higher levels of lead exposure, resulted in a nonsignificant non·sig·nif·i·cant  
adj.
1. Not significant.

2. Having, producing, or being a value obtained from a statistical test that lies within the limits for being of random occurrence.
 test for heterogeneity ([X.sub.1.sup.2] = 0.47, p = 0.49), a significant pooled WMD that was 1.88 mmHg higher in individuals carrying the ALAD2 allele (95% CI, 0.46 to 3.31; p = 0.01) (Table 4).

Discussion

Our goal in this study was to determine the associations of ALAD polymorphism on blood lead levels and bone deposition, and the role of this polymorphism as a modifier (programming) modifier - An operation that alters the state of an object. Modifiers often have names that begin with "set" and corresponding selector functions whose names begin with "get".  of target organ lead toxicity. Overall, our meta-analysis shows that individuals carrying the ALAD2 allele had generally higher blood lead levels than those homozygous for ALAD1. The data suggest that carrying the ALAD allele is a significant determinant for blood lead concentrations among individuals subjected to high levels, such as lead-exposed workers. ALAD2 does not appear to be a significant determinant of blood lead concentrations among adult individuals exposed to relatively low lead levels (< 10 [micro]g/dL).

The biologic plausibility for a differential role of the two ALAD alleles lies in the fact that the ALAD2 enzyme could potentially have a higher affinity and stability for lead than ALAD1. Among lead workers, carriers of the ALAD2 allele had a higher percentage of lead bound to the ALAD enzyme compared to ALAD1 homozygotes (Bergdahl et al. 1997b). The higher percentage of lead bound to the ALAD 2 enzyme translates to lower levels of bioavailable lead; the reverse is true in ALAD1 homozygotes. This is consistent with our results. We found that people carrying the ALAD2 allele had a weighted average of 21.30 [micro]g lower DMSA-chelatable lead than individuals lacking the allele.

The insertion of ferrous iron ([Fe.sup.2+]) into the porphyrin ring to form heme is catalyzed by the mitochondrial mitochondrial

pertaining to mitochondria.


mitochondrial RNAs
a unique set of tRNAs, mRNAs, rRNAs, transcribed from mitochondrial DNA by a mitochondrial-specific RNA polymerase, that account for about 4% of the total cell RNA that
 enzyme ferrochelatase, which shows reduced activity in the presence of lead (Ponka 1997). This reduction in ferrochelatase activity frees protoporphyrin to accept zinc, resulting in the formation of zinc protophorphyrin, which is characteristically increased in both lead poisoning and iron deficiency iron deficiency A relative or absolute deficiency of iron which may be due to chelation in the GI tract, loss due to acute or chronic hemorrhage or dietary insufficiency Sources Meat, poultry, eggs, vegetables, cereals, especially if fortified with iron; per the .

The increased amount of lead bound to the ALAD 2 isozyme isozyme /iso·zyme/ (i´so-zim) one of the multiple forms in which an enzyme may exist in an organism or in different species, the various forms differing chemically, physically, or immunologically, but catalyzing the same reaction.  should result in decreased lead available to inhibit ferrochelatase, which would thus be available to catalyze the formation of heme with subsequent formation of hemoglobin in the presence of [Fe.sup.2+]. In contrast, the weaker binding of lead to ALAD1 results in more bioavailable lead that can inhibit ferrochelatase. This results in increased formation of ZPP and decreased production of heme and hemoglobin.

Our meta-analysis supports these modifying effects of the ALAD2 allele. Hemoglobin level was 0.18 g/dL (95% CI, 0.05 to 0.31) higher in lead workers with the ALAD1-2 genotype. Although ALAD2 carriers had a lower ZPP (SMD = -0.10), the difference was not statistically significant. ZPP is characteristically increased in lead poisoning and starts to rise exponentially only at blood lead concentrations > 30 [micro]g/dL in adults or > 25 [micro]g/dL in children (Baldwin and Marshall 1999). It is thus reasonable to expect a modifying effect on ZPP by ALAD polymorphism with increased lead exposure. The absence of a significant effect could be due to differences in exposure levels to the toxicant toxicant /tox·i·cant/ (tok´si-kant)
1. poisonous.

2. poison.


tox·i·cant
n.
1. A poison or poisonous agent.

2. An intoxicant.

adj.
 across the study populations. Schwartz et al. (1995) found that workers carrying the ALAD2 allele in the plant with the highest lead exposures were associated with lower ZPP measurements. The association of ALAD2 with lower ZPP was also reported by Alexander et al. (1998), and this association was more pronounced in workers with blood lead concentrations [greater than or equal to] 40 [micro]g/dL. Significantly higher levels of ZPP were reported in ALAD1 homozygous Japanese lead workers compared with ALAD2 carriers at BLLs > 20 [micro]g/dL (Sakai et al. 2000). Overall, these studies indicate that the ALAD allele is a modifying factor in the formation of ZPP at higher blood lead levels (> 20 [micro]g/dL), and that ALAD2 carriers exhibit lower levels of ZPP and higher levels of hemoglobin.

Differences in lead accumulation in various bone types have been reported. Tibia concentrations differ from those observed in the patella. The cortical bone of the tibia represents a long-term storage depot with an elimination half-life for lead in excess of a decade. ALAD status may modify the way in which lead partitions between these bone depots (Smith et al. 1995). That is, the variant ALAD2 protein may effectively increase the blood and soft tissue (e.g., spleen and kidney) compartment half-lives of lead, thus decreasing partitioning to the cortical bone compartment. Our meta-analysis did not find a significant association between ALAD polymorphism and accumulation of lead in the different bone compartments. More recently, emphasis has focused on the role of vitamin D vitamin D

Any of a group of fat-soluble alcohols important in calcium metabolism in animals to form strong bones and teeth and prevent rickets and osteoporosis. It is formed by ultraviolet radiation (sunlight) of sterols (see steroid) present in the skin.
 receptor (VDR VDR Video Disk Recorder
VDR Vitamin D Receptor
VDR Voyage Data Recorder (Shipborne Black Box)
VDR Virtual Data Room (due diligence excercises)
VDR Voltage Dependent Resistor
VDR VHF Data Radio
) polymorphism in modulating the lead level in the bone compartment (Schwartz et al. 2000; Theppeang et al. 2004). The vitamin D endocrine system endocrine system (ĕn`dəkrĭn), body control system composed of a group of glands that maintain a stable internal environment by producing chemical regulatory substances called hormones.  plays an essential role in calcium homeostasis homeostasis

Any self-regulating process by which a biological or mechanical system maintains stability while adjusting to changing conditions. Systems in dynamic equilibrium reach a balance in which internal change continuously compensates for external change in a feedback
 and bone metabolism. Vitamin D is a prohormone that is metabolically converted to the active metabolite active metabolite Therapeutics A drug metabolite with therapeutic activity similar to the parent compound, which must be considered in therapeutic pharmacokinetics  1, 25-dihydroxyvitamin D (calcitriol), which facilitates calcium absorption from the gut and directly stimulates osteoblasts Osteoblasts
Cells in the body that build new bone tissue.

Mentioned in: Bone Grafting, Osteoporosis
, the bone-forming cells. These effects are mediated through activation of the VDR, which alters the transcription rates of target genes responsible for the biological response (Dusso et al. 2005). Lead is a divalent divalent /di·va·lent/ (di-va´lent) bivalent; carrying a valence of two.

di·va·lent
adj.
Bivalent.



di·va
 cation that behaves like calcium in biological systems, and interactions between lead and calcium have been reported. Calcium and calcitriol deficiencies result in increased lead absorption from the gut (Fullmer 1990). Conversely, higher dietary calcium intake results in lower BLLs in children (Mahaffey et al. 1986) and in reduced bone lead accumulation in animals (Bogden et al. 1995). VDR polymorphism may thus influence lead uptake and retention in bone storage pools. Theppeang et al. (2004) found a significantly higher patella lead burden in lead workers carrying the VDR B allele. Schwartz et al. (2000) previously reported in adjusted analyses that lead workers carrying the VDR B allele had significantly higher tibia lead levels (on average 6.4 [micro]g/g) than workers with the VDR bb genotype.

Associations of ALAD polymorphism and renal effects of lead exposure have also been reported. Smith et al. (1995) found that the ALAD2 carriers were more susceptible to decrements in renal function as measured by increases in serum createnine and blood urea nitrogen (BUN). The increased serum creatinine in individuals carrying ALAD2 was confirmed in a sample of 89 lead workers (Bergdahl et al. 1997a). Conversely, Korean lead workers with the ALAD1-2 genotype exhibited lower BUN and serum creatinine (Weaver et al. 2003). The pooled SMD in our meta-analysis showed higher serum creatinine values among ALAD2 carriers. However, there was significant heterogeneity among the studies that might be ascribed to the level of lead exposure, frequency of the polymorphism in the population investigated, and other possible confounders (e.g., age, sex). Pooled analysis of the studies reporting low levels of lead exposure (environmental studies) shows that individuals carrying the ALAD2 allele had a corresponding statistically significant mean average of 0.10 mg/dL higher serum creatinine than those individuals homozygous for ALAD1.

The effect of lead on blood pressure has also been widely investigated (Kopp et al. 1988; Pirkle et al. 1985). The available literature suggests that there is a positive, albeit weak association between systolic blood pressure and blood lead concentration. A recent meta-analysis showed that a 2-fold increase in blood lead concentration is associated with a rise in systolic pressure systolic pressure
n.
The highest arterial blood pressure reached during any given ventricular cycle.
 of 1.0 mmHg (95% CI, 0.5 to 1.4; p < 0.001) and an increase in diastolic pressure diastolic pressure
n.
The lowest arterial blood pressure reached during any given ventricular cycle.
 of 0.6 mmHg (95% CI, 0.4 to 0.8; p < 0.001) (Nawrot et al. 2002). Our meta-analysis did not find a difference in systolic blood pressure associated with ALAD polymorphism. However, individuals carrying the ALAD2 allele who were environmentally exposed to lead showed an increase in diastolic blood pressure of 1.88 mmHg.

The biological plausibility of a causal relationship between elevated blood pressure and lead exposure has been studied mainly in animals and 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.
. Experiments have demonstrated that lead affects the smooth muscles of blood vessels Blood vessels

Tubular channels for blood transport, of which there are three principal types: arteries, capillaries, and veins. Only the larger arteries and veins in the body bear distinct names.
 by interfering with the [Na.sup.+]/[K.sup.+]-pump, cyclic AMP cyclic AMP: see adenosine monophosphate. , calcium ions ([Ca.sup.2+]), and the rennin-angiotensin system (McAllister et al. 1971; Roels et al. 1990; Sandstead et al. 1970). In this context, the presence of other polymorphic genes, such as that coding for endothelial endothelial /en·do·the·li·al/ (-the´le-al) pertaining to or made up of endothelium.
Endothelial
A layer of cells that lines the inside of certain body cavities, for example, blood vessels.
 nitric oxide synthase The nitric oxide synthase (NOS; EC 1.14.13.39) is an enzyme in the body that contributes to transmission from one neuron to another, to the immune system and to dilating blood vessels.  (eNOS), may play an additional role. Endothelial NOS converts L-arginine into nitric oxide nitric oxide or nitrogen monoxide, a colorless gas formed by the combustion of nitrogen and oxygen as given by the reaction: energy + N2 + O2 → 2NO; m.p. −163.6°C;; b.p. −151.8°C;. , causing relaxation of vascular smooth muscle Vascular smooth muscle refers to the particular type of smooth muscle found within, and composing the majority of the wall of blood vessels.

Vascular smooth muscle contracts or relaxes to both change the volume of blood vessels and the local blood pressure, a mechanism that
 (Vaziri and Ding 2001; Vaziri et al. 1999) and associations among eNOS genotypes, hypertension, lead exposure, and intracellular [Ca.sup.2+] concentrations have been reported (Colombo et al. 2002; Sofowora et al. 2001).

Conclusions

Measurement of blood lead level is the most convenient, readily available, and logistically feasible biomarker for assessing risk of lead toxicity. However, the presence of the ALAD2 allele may obscure the clinical interpretation of blood lead values in terms of target organ toxicity. ALAD2 carriers generally show higher BLLs in adults at increased levels of lead exposure, and appear to be protected against adverse hemapoietic effects as measured by hemoglobin levels. The modifying effects of ALAD on other organs remain unclear, partly because of the the small number of studies. These numbers are relatively small and therefore any inferences have to be cautious (Ioannidis et al. 2003). The strength of the present analysis, however, is based on the aggregation of published studies, thus there is more information for investigating the effect of the allele under investigation. Moreover, the role of other genes such as VDR could alter lead deposition in bone. The increasing application of molecular epidemiologic methods has emphasized the interaction between genes and the environment. Multiple gene polymorphisms suggest that genes having a small effect may interact to determine the overall risk. This meta-analysis identifies several issues: a) there are numerous potential sources of heterogeneity, including varying allele frequencies and HWE in the populations; b) in the context of gene-environment interactions, gene-gene interactions may play a role (for example, ALAD, VDR, and eNOS may interact to modify lead levels in several organs).

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Franco Scinicariello, (1) H. Edward Murray, (1) Daphne B. Moffett, (1) Henry G. Abadin, (1) Mary J. Sexton, (2) and Bruce A. Fowler (1)

(1) Division of Toxicology and Environmental Medicine, Agency for Toxic Substances and Disease Registry, Centers of Disease Control and Prevention, Atlanta, Georgia, USA; (2) Epidemiology Consultant, Atlanta, Georgia, USA

Address correspondence to F. Scinicariello, Division of Toxicology and Environmental Medicine, ATSDR, CDC See Control Data, century date change and Back Orifice.

CDC - Control Data Corporation
, MS F-32, 4770 Buford Hwy., Atlanta, GA 30341 USA. Telephone: (770) 488-3331. Fax: (770) 488-4178. E-mail:fes6@cdc.gov

This project was supported under a cooperative agreement form the CDC through the Association of Teachers of 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. . Franco Scinicariello is a recipient of an ATPM ATPM About This Particular Macintosh (Macintosh computing e-zine)
ATPM Association of Teachers of Preventive Medicine
ATPM All the Presidents Men (book/movie) 
 (Association of Teachers of Preventive Medicine) Career Development Award.

The findings and conclusions in this report are those of the authors and do not necessarily represent the views of the ATSDR.

The authors declare they have no competing financial interests.

Received 22 June 2006; accepted 15 September 2006.
Table 1. Characteristics of the studies included in the review.

Source                Population    Gene        Variables

Ziemsen et al.        Lead workers  ALAD        BLL
  1986 (a)
Astrin et al.         Children      ALAD        BLL
  1987 (a)
Wetmur et al.         Lead workers  ALAD        BLL
  1991a (a)             and
                        children
Smith et al. 1995     Carpenters    ALAD        BLL, PBL, SC, SBP, DBP
Schwartz et al.       Lead workers  ALAD        BLL, ZPP
  1995 (b)
Schwartz et al.       Lead workers  ALAD        BLL, DMSA, ZPP
  1997a (b)
Schwartz et al.       Lead workers  ALAD        BLL, DMSA, ZPP
  1997b (b)
Sithisarankul et al.  Lead workers  ALAD        BLL, ZPP, HB
  1997 (b)
Alexander et al.      Lead workers  ALAD        BLL, ZPP
  1998
Fleming et al. 1998   Lead workers  ALAD        BLL, TBL, CBL
Hsieh et al. 2000     General       ALAD        BLL, HB
                        population
Sakai et al. 2000     Lead workers  ALAD        BLL, ZPP
Schwartz et al.       Lead workers  ALAD, VDR   BLL, TBL, DMSA, HB
  2000 (c)
Lee BK et al.         Lead workers  ALAD, VDR   BLL, TBL, DMSA, SBP, DBP
  2001 (c)
Hu et al. 2001 (d)    Veterans      ALAD        BLL, TBL, PBL, DMSA
Lee SS et al.         Lead workers  ALAD, VDR   BLL, TBL, ZPP, HB
  2001 (c)
Suzen et al.          Lead workers  ALAD        BLL
  2003 (e)
Wu et al. 2003 (d)    Veterans      ALAD        BLL, TBL, PBL, SC, DBP
Duydu and Suzen       Lead workers  ALAD        BLL
  2003 (e)
Weaver et al.         Lead workers  ALAD, VDR,  BLL, TBL, SC
  2003 (c)                          eNOS
Kim et al. 2004       Lead workers  ALAD        BLL, ZPP, HB
Theppeang et al.      Lead workers  ALAD, VDR,  PBL
  2004                              eNOS
Wu et al. 2004        Lead workers  ALAD        BLL, ZPP, HB
Perez-Bravo et al.    Children      ALAD        BLL, HB
  2004

Abbreviations: BLL, blood lead level; BUN, blood urea nitrogen; CBL,
calcaneus bone lead; DBP, diastolic blood pressure; DMSA, DMSA-
chelatable lead; HB, hemoglobin; PBL, patella bone lead; SBP, systolic
blood pressure; SC, serum creatinine; TBL, tibia bone lead; ZPP, zinc
protoporphyrin.
(a) These studies use the same population data. (b) These studies use
the same population data. (c) These studies use the same population
data. (d) These studies use the same population data. (e) These studies
use the same population data.

Table 2. Frequency of ALAD allele and HWE in the studies analyzed.

Source                   Total no.  ALAD1-1  ALAD1-2  ALAD2-2

Occupational studies
  Wetmur et al. 1991a      203        161     32      10
  Schwartz et al. 1995     307        273     34       0
  Alexander et al. 1998    134        114     20       0
  Fleming et al. 1998      382        312     67       3
  Sakai et al. 2000        192        161     29       2
  Schwartz et al. 2000     795        716     79       0
  Suzen et al. 2003         71         50     21       0
  Kim et al. 2004        1,219      1,106    113       0
  Wu et al. 2004            57         42     15       0
Environmental studies, adults
  Smith et al. 1995        688        592     94       2
  Hsieh et al. 2000        660        630     29       1
  Wu et al. 2003           709        595    107       7
Environmental studies, children
  Wetmur et al. 1991a    1,278      1,136    129      13
  Perez-Bravo et al.        93         84      8       1
    2004

Source                   ALAD1 (p)  ALAD2 (q)  HWE

Occupational studies
  Wetmur et al. 1991a    0.872      0.128      No
  Schwartz et al. 1995   0.945      0.055      Yes
  Alexander et al. 1998  0.925      0.075      Yes
  Fleming et al. 1998    0.904      0.096      Yes
  Sakai et al. 2000      0.914      0.086      Yes
  Schwartz et al. 2000   0.950      0.050      Yes
  Suzen et al. 2003      0.852      0.148      Yes
  Kim et al. 2004        0.954      0.046      Yes
  Wu et al. 2004         0.868      0.132      Yes
Environmental studies, adults
  Smith et al. 1995      0.929      0.071      Yes
  Hsieh et al. 2000      0.977      0.023      Yes
  Wu et al. 2003         0.915      0.085      Yes
Environmental studies, children
  Wetmur et al. 1991a    0.939      0.061      No
  Perez-Bravo et al.     0.946      0.054      Yes
    2004

Table 3. Summary effect size of blood lead level in ALAD1-2/2-2 versus
ALAD1-1 carriers.

Population and subgroup  No. of   WMD                     [chi squared]
analysis                 studies  [[micro]g/dL (95% CI)]  test p-value

ALL                      14       2.31 (0.93 to 3.70)*    0.0
ALL in HWE               12       0.86 (-0.01 to 1.73)    0.07
Occupational             10       2.56 (1.21 to 3.90)*    0.65
Occupational in HWE       9       2.24 (0.85 to 3.62)*    0.97
Environmentally exposed   3       0.05 (-0.79 to 0.88)    0.11
  adults
Environmentally exposed   2       7.34 (4.92 to 9.76)*    0.57
  children
Environmentally exposed   1       5.5 (-1.39 to 12.39)    NA
  children in HWE

                                       Publication bias
                                       tests (p-value)
Population and subgroup                Begg
analysis                 [I.sup.2](%)  (corrected)  Egger

ALL                      76.3          1.0          0.10
ALL in HWE               38.6
Occupational              0.0          1.0          0.42
Occupational in HWE       0.0
Environmentally exposed  55.2          1.0          0.32
  adults
Environmentally exposed   0.0          1.0          NA
  children
Environmentally exposed  NA            NA           NA
  children in HWE

NA, not applicable.
*Statistically significant, p < 0.05.

Table 4. Summary effect size between ALAD1-2/2-2 and ALAD1-1 carriers on
various outcomes.

                          No. (type) of studies  SMD

Cortical (tibia) lead     4 (Combined)            -0.07
                          2 (Occupational)        -0.07
                          2 (Environmental)       -0.07
Trabecular lead (patella  4 (Combined)            -0.03
  and calcaneus)          2 (Occupational)        -0.03
                          2 (Environmental)        0.01
Difference                3 (Combined)             0.03
  trabecular-cortical     1 (Occupational)        -0.07
                          2 (Environmental)        0.14
DMSA-chelatable lead      2 (Occupational)       -21.30 (a)
Serum creatinine          3 (Combined)             0.23
                          1 (Occupational)        -0.27
                          2 (Environmental)        0.48
Systolic blood pressure   2 (Combined)             0.30 (a)
                          1 (Occupational)        -1.10 (a)
                          1 (Environmental)        1.40 (a)
Diastolic blood pressure  3 (Combined)             0.81 (a)
                          1 (Occupational)        -2.00 (a)
                          2 (Environmental)        1.88 (a)

                                               Heterogeneity
                                               [chi squared] test
                          95% CI               p-value

Cortical (tibia) lead      -0.20 to 0.05       0.59
                           -0.28 to 0.14       0.23
                           -0.26 to 0.11       0.50
Trabecular lead (patella   -0.16 to 0.09       0.60
  and calcaneus)           -0.21 to 0.15       0.68
                           -0.30 to 0.31       0.19
Difference                 -0.21 to 0.26       0.13
  trabecular-cortical      -0.33 to 0.19
                           -0.35 to 0.64
DMSA-chelatable lead      -40.81 to -1.79 (a)  0.85
Serum creatinine           -0.24 to 0.70       0.00
                           -0.50 to -0.04
                            0.33 to 0.62
Systolic blood pressure    -2.18 to 2.78 (a)   0.33
                           -4.84 to 2.64 (a)
                           -1.92 to 4.72 (a)
Diastolic blood pressure   -1.47 to 3.09 (a)   0.05
                           -4.89 to 0.89 (a)
                            0.46 to 3.31 (a)

                                         Publication bias
                                         tests (p-value)
                                         Begg
                          [I.sup.2] (%)  (corrected)  Egger

Cortical (tibia) lead      0.0           1.00         0.64
Trabecular lead (patella   0.0           0.09         0.03
  and calcaneus)
Difference                50.9           0.30         0.23
  trabecular-cortical
DMSA-chelatable lead       0.0
Serum creatinine          92.9           1.00         0.38
Systolic blood pressure   --             1.00         --
Diastolic blood pressure  66.9           1.00         0.24

(a) WMD.
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Title Annotation:Research
Author:Fowler, Bruce A.
Publication:Environmental Health Perspectives
Date:Jan 1, 2007
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