MISJ-International Journal of Medical Research and Allied Sciences  
Online ISSN: 2584-1432  
Available Online at https://ijmraas.misj.net Volume 04|Issue 01 (January - April) |2026 Page: 15-21  
Open Access  
Original Research Paper  
Effects of Chronic Lead Exposure on Hematological Indices in Albino Rats  
(Rattus norvegicus)  
Authors:  
Ofoegbu EC1*and Onyeka PIK2  
1Prime British International College Owerri.  
2Anatomy and Physiology Unit, Department of Animal and Environmental Biology Imo State University Owerri.  
Corresponding Author:  
Ofoegbu EC, Prime British International College Owerri.  
Received: 04-April-2026, Accepted: 20-April-2026, Online First: 25-April-2026  
ABSTRACT:  
This study was carried out to determine the effect of Lead Toxicity on the Physiology (Hematological indices) of Albino  
Rats (Rattus norvegicus). Lead exposure remains a major environmental and public health concern due to its toxic  
effects on hematological and physiological functions. A total of forty-eight (48) Albino Rats were procured and divided  
into two experimental groups of twenty-four (24) Albino Rats per group. One group of rats was treated with lead in their  
drinking water while the other was treated with lead in their feed. Also, a common control group which was made of  
twelve rats. Each experimental group was made up of three treatments sub-group which consisted of different  
concentration levels of 50 mg/kg, 100 mg/kg and 150 mg/kg. A one-way ANOVA was conducted to examine the effect  
of lead toxicity on the hematological indices of albino rats. The results revealed that lead exposure produced statistically  
significant effects on all parameters measured Hemoglobin (F (2,4) = 49.14, p = 0.002), PCV (F(2,4) = 13.44, p = 0.017),  
WBC (F(2,4) = 29.62, p = 0.004), and RBC (F(2,4) = 21.06, p = 0.008). Post hoc analysis using the Tukey HSD test  
showed that for each of these indices, the Control group differed significantly from both the Low and High lead exposure  
groups (p < 0.05), indicating that lead toxicity markedly altered the hematological parameters. In particular, hemoglobin  
concentration, PCV, and RBC counts decreased with increasing lead exposure, while alterations in WBC counts  
suggested immune response activation associated with lead toxicity. However, the study was limited by the relatively  
small sample size and lack of biochemical oxidative stress marker assessment. The results underscore the need for  
regular monitoring of Hematological parameters in individuals exposed to lead.  
Keywords: Lead toxicity, Hematological indices, Albino rats, Oxidative stress, Chronic exposure, Heavy metals  
ways and harm wildlife. All these and many more are  
examples of pollutants. The excessive amount of  
pollutants such as heavy metals in animal feed and feed  
stuff is often due to human action and their results from  
either agricultural or industrial production or through  
accidental or deliberate misuse (Adetunji, et al., 2020).  
Heavy metals are generally defined as metals with  
relatively high densities, atomic weights or atomic  
numbers (Pourret, et al., 2021). Lead (Plumbum; Pb) is  
a toxic heavy metal and a chemical element belonging  
to the carbon group. It is soft, malleable, and widely  
distributed in the environment due to industrial and  
agricultural activities. Lead introduced into the blood  
stream is excreted in urine and bile at a distinct rate of  
1 to 3ml/min, with a half-life of roughly 30 days. The  
remaining leads bind to red blood cells and are  
distributed throughout the soft tissues of the body and  
INTRODUCTION:  
All living things, from one-celled microorganisms to  
blue whales, depend on earth’s supply of air and water  
to survive. When these resources are polluted, all forms  
of life are threatened. Pollution is the introduction or  
release of harmful materials into the environment.  
Environmental pollution involves the presence of a  
pollutant in the environment such as water, air, soil and  
consequently in food which may be poisonous or toxic  
and will cause harm to living things in the polluted  
environment (Oguntimehin, et al., 2022). Many useful  
things to humans produce pollution. These are referred  
to as pollutants. Cars spew pollutants from their exhaust  
pipes. Burning coal to create electricity pollutes the air.  
Industries and households generate garbage and sewage  
that can pollute the land and water. Pesticides-chemical  
poisons used to kill weeds and insects-seeps into water  
MISJ-IJMRAAS (January – April 2026)  
Page | 15  
© 2026 The Author(s). This article is licensed under a Creative Commons Attribution 4.0 International License (CC  
eventually accumulate in bone. The half-life of bone-  
deposited lead ranges from 20 to 30 years. Turnover of  
bone tissue releases lead back into the bloodstream and  
Physiological processes such as pregnancy, menopause,  
and lactation may increase blood lead levels by  
enhancing bone tissue turnover. Lead in the body is  
measured with both blood and bone levels. Blood lead  
levels are more reflective of acute exposure, whereas  
bone lead levels better reflect cumulative exposure over  
time (ATSDR, 2020). Lead is known to induce  
overproduction of reactive oxygen species (ROS) and  
consequently enhance lipid peroxidation, decrease the  
saturated fatty acids, and increase the unsaturated fatty  
acid contents of membrane (Hassan et al., 2020). Lead  
has also been shown to enhance the production of  
reactive oxygen species in a variety of cells, resulting in  
oxidative stress (Li et al., 2022).  
Imo State is among the 36 states of Nigeria and lies in  
the South eastern region of the country. It lies within  
Latitude: 5.4833° N, Longitude: 7.0333° E, with area of  
about 5100sqk and a population of about 3,934899  
(NBS 2022; NPC 2006). The research study was carried  
out at the Animal house of the Department of Anatomy  
and Neurobiology, Imo State University Owerri and  
Sabconsults Research Laboratories Ltd Owerri  
Ethical Consideration:  
The study protocol was reviewed and approved by the  
Research Ethics Committee of the Department of  
Animal and Environmental Biology, Imo State  
University, Owerri. All experimental procedures were  
conducted in accordance with the National Research  
Council (NRC) Guide for the Care and Use of  
Laboratory Animals (2011) and complied with  
ARRIVE guidelines for animal research reporting.  
Efforts were made to minimize animal suffering and  
reduce the number of animals used.  
Although several studies have investigated lead  
toxicity,  
limited  
information  
exists  
regarding  
comparative hematological effects associated with  
different routes of chronic lead exposure, particularly  
through feed and aqueous administration. Therefore,  
this study aimed to evaluate the effects of chronic lead  
exposure on selected hematological indices in albino  
rats using two different exposure models.  
Experimental Sites:  
The experiment was carried out in the Animal house of  
the Department of Anatomy and Neurobiology, Faculty  
of Medical Science, Imo State University, Owerri and  
Sabconsults Research Laboratories Ltd Owerri.  
Despite a number of recent studies (Lakshmi et al.,  
2020; Nriagu, 2011; Adewuyi, and Adewuyi, 2018;  
WHO, 2017), many aspects of normal lead metabolism  
are poorly understood hence the research work will help  
in formulating appropriate public policies and  
regulation to protect individuals and communities. It  
will provide scientific evidence to support initiatives  
such as banning or restricting the use of lead in  
consumer products, implementing lead testing and  
remediation programs, and setting standards for safe  
lead levels in different environments. The research  
findings can guide public health interventions and  
strategies to prevent and mitigate lead exposure; this  
include targeted screening programs to identify  
individuals at risk, educational programs to create  
awareness and sensitize the populace on the effect of  
lead toxicity on human health and interventions to  
address lead-contaminated environments. It can also  
help to inform healthcare professionals about the best  
practices for lead poisoning prevention, diagnosis and  
treatment. The research work will also help to identify  
vulnerable population that are most affected by lead  
toxicity, this information is crucial for targeting  
intervention and resources to protect those at higher  
risk, such as children, pregnant women, individuals  
living in high risk environment, and certain  
occupational groups. By understanding the specific  
factors that contribute to lead exposure disparities,  
researchers can help address social and environmental  
justice issue related to lead toxicity.  
Procurement and Management of Experimental  
Animals:  
48 rats within the age bracket of six (6) to ten (10) weeks  
old were purchased from the suppliers and transported  
to the Animal house of the Department of Anatomy and  
Neurobiology, Imo State University Owerri. The rats  
were allowed to acclimatize in the experimental animal  
house for two weeks before the commencement of the  
experiment. Animals were randomly assigned to the  
experimental groups to minimize selection bias.  
They were kept in stainless wire-rat cages equipped  
with drinkers and fecal collecting trays in a clean  
experimental animal house. The rats were fed with  
broiler chicks mash. The faecal droppings were  
removed daily. The rats were weighed with Mettler,  
electronic balance PC 2000 during treatment. All the  
rats in both treatment and control groups were allowed  
free access to food and water, throughout the  
experimental period. Good hygiene was maintained by  
constant cleaning and removal of feces and spilled feed  
from cages daily. They were separated into seven  
experimental groups, including one control group and  
six treatment groups.  
Procurement, Preparation and Preservation of  
Chemicals:  
Lead was purchased from a chemical store at Relief  
Market in Owerri Municipal. The desired doses 50  
mg/kg, 100 mg/kg and 150 mg/kg (0.05%, 0.1% and  
0.15%) that were used in this study was prepared with  
distilled water. For treatment Group A while the same  
measurement was mixed in the feed for treatment Group  
MATERIALS AND METHODS:  
Study Area:  
MISJ-IJMRAAS (January – April 2026)  
Page | 16  
B. The remaining lead were stored in a cool dry place.  
Lead chemicals can be prepared and preserved through  
various methods, including the use lead oxide and lead  
acetate (Osha, 2020)  
KX-21 (Sysmex Corporation Kobe, Japan). The  
principle is adapted to the volumetric impedance  
method (Robinson and Wallace, 2013); in which total  
white blood cells (WBC), red blood cells (RBC), are  
directly measured using the DC detection method; while  
a non-cyanide hemoglobin analysis method determines  
haemoglobin (HGB). Other variables such as  
hematocrit (HCT), is derived variable.  
Experimental Design:  
A total of 48 albino rats were used for this research  
work. The experiment consisted of two major exposure  
groups: lead administered through aqueous solution and  
lead mixed in feed. Each exposure group was further  
divided into three treatment subgroups (A, B, and C)  
consisting of 6 rats per subgroup and exposed to 50  
mg/kg, 100 mg/kg, and 150 mg/kg of lead respectively.  
A separate control group received normal feed and  
water under the same environmental conditions.  
Dose selection was based on previous toxicological  
studies demonstrating sub-lethal chronic lead exposure  
effects in rodents. The sample size was determined  
based on feasibility and previous similar experimental  
studies. Both aqueous and feed-based exposure models  
were selected to simulate different environmental  
exposure routes.  
Statistical Analysis:  
Data were analyzed using Statistical Package for Social  
Sciences (SPSS) version 20. Results are presented as  
mean ± standard deviation (SD). Normality of data  
distribution was assessed using the Shapiro–Wilk test  
prior to parametric analysis. Differences among groups  
were analyzed using one-way Analysis of Variance  
(ANOVA) followed by Tukey’s post hoc multiple  
comparison test. A p-value of ≤0.05 was considered  
statistically significant.  
RESULT:  
Animals were randomly assigned to the different  
experimental groups. The portal of administration  
followed the oral exposure method described by Ekeh  
et al. (2015). The experiment lasted for 8 weeks, during  
which hematological parameters were monitored  
periodically.  
Table 1 showed a summary of the Hematological  
Indices for the Albino rats across the entire study  
period. Lead exposure, regardless of dose or method,  
resulted in a significant decline in Hemoglobin  
(HEMO), Packed Cell Volume (PCV), White Blood  
Cells (WBC), and Red Blood Cells (RBC). For Red  
Blood Cells (RBC), the Aqueous 50 mg/kg group  
remained the closest to the control for Red Blood Cell  
(RBC) count, the Aqueous 50 mg/kg group remained  
closest to the control group., Also for White Blood Cells  
(WBC), the Mixed in Feed groups (all doses)  
maintained slightly higher WBC levels (WBC →  
×10⁹/L) than the Aqueous groups (60.62–66.19 mg/dL).  
The Packed Cell Volume (PCV) levels for all treated  
groups dropped by approximately 13% to 16%  
compared to the control. Table 2 showed that every  
single lead-treated group recorded levels significantly  
below the baseline of the control (12.50 and 12.60 g/dl).  
The 100 mg/kg (aqueous group) dose dropped sharply  
to 9.70 g/dl at Week 4 and By Week 8, the 50 mg/kg  
dose was at its lowest point (10.10 g/dl). The lowest  
dose in feed showed a very steady, progressive decrease  
from 11.12 g/dl (Week 2) down to 10.35 g/dl (Week 8).  
The 100 mg/kg dose showed a curious spike to 11.70  
g/dl at Week 6 before falling back to 10.24 g/dl at Week  
8. Table 3 revealed that the most severe drops were  
generally associated with the higher concentrations  
(100 and 150 mg/kg), of aqueous solution groups. The  
100 mg/kg (aqueous solution) group showed a sharp  
decline, starting at 40.60% in Week 2 and falling to  
35.10% by Week 4. The 150 mg/kg group started low  
(38.80%) and dropped further by Week 4 (36.20%). The  
100 mg/kg dose in feed started at 32.40% at Week 2, but  
then 38–40% for the remainder of the study. The 150  
mg/kg dose showed a steady downward trend from  
Week 2 (40.05%) to Week 8 (38.06%). Table 4 showed  
that every lead-treated group remained below the  
Group  
Exposure  
Dose  
n
Control Normal feed/water 0  
12  
A1  
A2  
A3  
B1  
B2  
B3  
Aqueous lead  
Aqueous lead  
Aqueous lead  
Feed mixed  
Feed mixed  
Feed mixed  
50 mg/kg 6  
100 mg/kg 6  
150 mg/kg 6  
50 mg/kg 6  
100 mg/kg 6  
150 mg/kg 6  
Collection of Blood Sample and Preparation of  
Serum Samples for Analysis:  
The method adopted for the collection of blood and  
serum preparation followed that of Hoff (2000). Blood  
samples was collected from the animal with a Pasteur  
pipette with the aid of capillary inserted at the corner of  
the eye ball. The blood collected from the animals in the  
different groups were introduced into clean 5 ml  
centrifuge tubes. The blood samples were centrifuged at  
a speed of 3000 revolutions per minute (rpm) for 5  
minutes  
(Ogbu  
and  
Okechukwu,  
2001).  
The  
supernatants (sera) were collected and used for the  
various biochemical and hematological analyses.  
Hematological Indices:  
The complete blood count was assessed using a multi-  
parameter automated haematology analyzer Sysmex  
MISJ-IJMRAAS (January – April 2026)  
Page | 17  
control baseline (20.12 to 20.50 cells/µl) throughout the  
8-week study. Lead mixed in feed generally maintained  
slightly higher WBC counts than lead in aqueous  
solution, though both were still lower than the healthy  
control. The 100 mg/kg dose (aqueous group) at Week  
6 reached the lowest point at 13.40 cells/µl (a ~35%  
decrease from control). The 50 mg/kg dose in feed  
remained relatively stable but consistently suppressed,  
hovering between 17.13 and 18.65 cells/µl. Table 5  
presents that every lead-treated group, regardless of  
dose or delivery method, showed a marked decrease,  
with counts mostly staying within the 6.00 to 7.00 range  
when compared to the control. In Aqueous Solution, the  
100 mg/kg dose showed a steady reduction, ending at  
6.20 by Week 8 and also both the 100 and 150 mg/kg  
doses dropped significantly by Week 2. The group  
(mixed in feed) recorded the lowest RBC counts, the 50  
mg/kg dose dropped to 5.90 at Week 4, and the 100  
mg/kg dose stayed consistently low (6.08–6.25) from  
Week 4 onward.  
Table 1: Effect of Chronic Lead Exposure on Hematological Indices of Albino Rats  
Treatment Group  
Hb (g/dL) PCV (%) WBC (×10⁹/L) RBC (×10¹²/L)  
11.8 ± 0.5 40.2 ± 1.3 16.2 ± 1.1  
10.9 ± 0.4 37.1 ± 1.5 14.8 ± 1.0  
10.5 ± 0.6 36.4 ± 1.7 14.2 ± 1.2  
11.4 ± 0.5 39.0 ± 1.4 17.4 ± 1.0  
10.8 ± 0.4 37.8 ± 1.5 16.7 ± 1.1  
10.6 ± 0.5 37.2 ± 1.6 16.1 ± 1.0  
12.6 ± 0.3 44.5 ± 1.2 20.3 ± 0.9  
7.30 ± 0.24  
6.62 ± 0.28  
6.45 ± 0.31  
6.89 ± 0.26  
6.40 ± 0.29  
6.33 ± 0.30  
8.01 ± 0.22  
Aqueous Lead 50 mg/kg  
Aqueous Lead 100 mg/kg  
Aqueous Lead 150 mg/kg  
Feed-Mixed Lead 50 mg/kg  
Feed-Mixed Lead 100 mg/kg  
Feed-Mixed Lead 150 mg/kg  
Control  
Values  
are  
expressed  
as  
mean  
±
standard  
deviation  
(SD).  
Hb: Hemoglobin; PCV: Packed Cell Volume; WBC: White Blood Cell Count; RBC: Red Blood Cell Count.  
*p < 0.05 compared with control group.  
Key:  
HEMO: Haemoglobin  
PCV: Packed Cell Volume  
WBC: White Blood Cell  
RBC: Red Blood Cell  
Table 2: Weekly effect of Lead Toxicity on Hemoglobin (g/dl)  
Treatment(mg/kg)  
Week2  
Week4  
Week6  
Week8  
In Aqueous solution  
50  
100  
150  
10.20  
11.30  
10.24  
11.10  
9.70  
11.70  
12.00  
10.20  
11.30  
10.10  
10.60  
10.20  
Mixed in Feed  
50  
100  
150  
Control  
11.12  
10.15  
11.20  
12.60  
11.05  
10.20  
10.35  
12.50  
10.18  
11.70  
10.24  
12.50  
10.35  
10.24  
11.10  
12.60  
Table 3: Weekly effect of Lead Toxicity on Packed Cell Volume (%)  
Treatment(mg/kg)  
Week2  
Week4  
Week6  
Week8  
In Aqueous solution  
50  
100  
150  
40.10  
40.60  
38.80  
39.60  
35.10  
36.20  
41.10  
37.20  
39.30  
40.11  
35.40  
40.30  
Mixed in Feed  
50  
100  
150  
Control  
37.30  
32.40  
40.05  
45.30  
40.12  
39.15  
38.30  
43.60  
40.10  
38.20  
37.15  
45.30  
39.10  
40.12  
38.06  
43.60  
MISJ-IJMRAAS (January – April 2026)  
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Table 4: Weekly effect of Lead Toxicity on WBC (×10⁹/L)  
Treatment(mg/kg)  
Week2  
Week4  
Week6  
Week8  
In Aqueous solution  
50  
100  
150  
15.10  
14.83  
14.98  
16.32  
17.20  
17.81  
17.81  
13.40  
15.56  
16.96  
15.20  
14.37  
Mixed in Feed  
50  
100  
150  
Control  
18.11  
19.11  
18.32  
20.12  
17.13  
17.02  
15.86  
20.50  
18.65  
16.35  
18.02  
20.50  
17.32  
18.24  
16.28  
20.12  
Table 5: Weekly effect of Lead Toxicity on RBC (×10¹²/L)  
Treatment(mg/kg)  
Week2  
Week4  
Week6  
Week8  
In Aqueous solution  
50  
100  
150  
7.30  
6.37  
6.43  
6.93  
7.03  
6.38  
7.08  
6.89  
7.10  
7.02  
6.20  
6.88  
Mixed in Feed  
50  
100  
150  
Control  
6.73  
7.08  
6.20  
8.10  
5.90  
6.08  
6.10  
7.92  
6.79  
6.18  
6.30  
8.10  
7.12  
6.25  
6.73  
7.92  
A major strength of this study was the comparison of  
two different exposure routes (aqueous and feed-based  
administration), which provided broader insight into the  
hematotoxic effects of chronic lead exposure.  
DISCUSSION:  
In particular, haemoglobin concentration, PCV, and  
RBC counts decreased with increasing lead exposure,  
while alterations in WBC counts suggested immune  
response activation associated with lead toxicity,  
suggesting anaemia and immune response activation  
due to lead toxicity. Flora et.al., (2008) in his research  
studies opined that the changes in hematological  
parameters suggest lead toxicity-induced anemia and  
immune response activation. Mishra and Singh (2013)  
opined that Decreased hemoglobin, PCV, and RBC  
counts indicate impaired erythropoiesis, possibly due to  
lead's inhibition of heme synthesis enzymes. Increased  
WBC counts may indicate an inflammatory response to  
lead-induced oxidative stress. The result of the study  
aligns with the findings of Generalova, et al., (2025) in  
which Lead toxicity significantly impacts the  
hematopoietic system, causing anemia by interfering  
with heme synthesis and reducing erythrocyte lifespan.  
The reduction in hemoglobin concentration and RBC  
count observed in this study may be attributed to lead-  
induced inhibition of enzymes involved in heme  
biosynthesis, particularly delta-aminolevulinic acid  
dehydratase (ALAD), as well as oxidative damage to  
erythrocyte membranes. Increased oxidative stress may  
also contribute to shortened erythrocyte lifespan and  
impaired hematopoiesis.  
A one-way ANOVA was conducted to examine the  
effect of lead toxicity on the hematological indices of  
albino rats. The results revealed that lead exposure  
produced statistically significant effects on all  
parameters measured Haemoglobin (F(2,4) = 49.14, p =  
0.002), PCV (F(2,4) = 13.44, p = 0.017), WBC (F(2,4)  
= 29.62, p = 0.004), and RBC (F(2,4) = 21.06, p =  
0.008). Post hoc analysis using the Tukey HSD test  
showed that for each of these indices, the Control group  
differed significantly from both the Low and High lead  
exposure groups (p<0.05), indicating that lead toxicity  
markedly altered the hematological parameters.  
It was observed that there was a statistically significant  
alteration (P < 0.05) in the hematological indices of the  
albino rats when compared to that of the control (Table  
1). However, the effect of the different dose levels of  
lead on the hematological parameters showed some  
differences. The result from Weekly effect of Lead  
Toxicity on Hemoglobin (g/dl) showed that there was a  
significant variation in Haemoglobin level among  
individual rats. This may be due to factors such as  
genetics,  
health  
status,  
environmental  
factors  
(temperature, stress etc), nutrition and diet. The effect  
of different concentrations of lead toxicity on Packed  
Cell Volume (PCV) which revealed significant  
variation among individual rats. This variability may be  
attributed to various factors, including genetics, health  
status, environmental factors (such as temperature and  
However, some previous studies have reported less  
pronounced hematological alterations following low-  
dose lead exposure, possibly due to shorter exposure  
duration, differences in animal strain, or variations in  
environmental conditions.  
MISJ-IJMRAAS (January – April 2026)  
Page | 19  
stress), nutrition, and diet, as individual differences in  
these aspects can influence hematological responses to  
lead exposure (Ihedioha and Okoye 2012). Also there  
was a significant variation in White Blood Cell (WBC)  
levels among individual rats, which may be attributed to  
factors such as genetics, health status, environmental  
factors (e.g., temperature, stress), nutrition, and diet,  
influencing immune responses (Adeyemi and Akanji.  
2011). Moreover, it was observed that there was a  
significant variation in Red Blood Cell (RBC) levels  
among individual rats, with a reduction in RBC counts  
observed from week 2 to week 8 in all treatment groups  
compared to the control. This decrease may be  
attributed to factors such as genetics, health status,  
environmental factors (e.g., temperature, stress),  
nutrition, and diet, which can influence erythropoiesis  
and RBC survival (Ihedioha and Okoye, 2012).  
Data Availability Statement:  
The data supporting the findings of this study are  
available from the corresponding author upon  
reasonable request.  
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Limitations:  
This study had several limitations. The sample size was  
relatively small, which may limit the generalizability of  
the findings. Oxidative stress biomarkers and  
histopathological examinations were not assessed. In  
addition, the study did not evaluate sex-specific  
differences in hematological responses to lead  
exposure. Future studies involving larger sample sizes  
and molecular analyses are recommended.  
Abbreviations:  
Hb – Hemoglobin  
PCV – Packed Cell Volume  
WBC – White Blood Cell  
RBC – Red Blood Cell  
ROS – Reactive Oxygen Species  
ALAD – Delta-aminolevulinic acid dehydratase  
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CONCLUSION:  
Chronic  
lead  
exposure  
significantly  
altered  
hematological parameters in albino rats, including  
reductions in hemoglobin concentration, packed cell  
volume, and red blood cell count, with associated  
changes in white blood cell levels. These findings  
suggest dose-dependent hematotoxic effects of lead  
exposure and highlight the importance of monitoring  
hematological indices in populations at risk of chronic  
lead exposure.  
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poisoning  
and  
oxidative  
stress  
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Conflict of Interest:  
The authors declare that there are no conflicts of interest  
regarding this study.  
Funding Statement:  
This research received no specific grant from any  
funding agency in the public, commercial, or not-for-  
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