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Gupta et al. | Journal of Clinical and Translational Research 2024; 10(3): 201-208   203
        measures were taken. A structured data collection instrument,   interview. The laboratory technicians were kept blinded, and all
        comprising information  about sociodemographic details   blood testing reports were shared with the participants.
        (e.g., age, smoking status, alcohol  ingestion, and duration of   The four water sources were evaluated  in each group of
        occupational exposure) and clinical details, was developed. This   participants. The first sample was the first water from the tap
        instrument was pretested, suitably modified, and subsequently   in any randomly selected participants’ houses within the study
        implemented.  Basic sociodemographic information  (e.g.,   area. The second water sample was from a 20-L packed plastic
        family size, age, education, occupation, gender of members of   can of water available in the vicinity of the above house. The
        the family, and occupational years) was collected to study the   third water sample was from the water purifier in any of the
        correlation of these factors to the risk of high BLL.  randomly selected participants’ houses. The fourth water sample
          In this study, BLL was considered the outcome variable, while   was from the tap at the nearest health-care facility, school, or
        the exposure variables include the participants’ occupation, age,   office from the selected participants’ house.
        education, smoking status, and alcohol intake, among others.
                                                               2.3. Data analysis
        2.2. Blood sample collection
                                                                 Data were entered in Microsoft Excel and analyzed by using
          Blood  samples (3  mL)  were collected  under sterile   IBM SPSS Statistics  Base version  28.0. Lead exposures at
        conditions  using BD Vacutainer®  Eclipse™  blood collection   baseline  were categorized  into  three  groups.  The  continuous
        needles  (368608; BD, USA) into BD  Vacutainer®  EDTA   variables  in  the  study (i.e.,  BLLs)  were summarized  as
        tubes (367861; BD, USA) containing EDTA K2 anticoagulant   mean ± SD. Normality was assessed using the Kolmogorov–
        for BLL measurements. The blood samples were transported   Smirnov test. The categorical variables, including age, gender,
        to the  AIIMS  Mangalagiri  Biochemistry  Laboratory, while   and  occupational  exposure,  were  presented  as  frequency  or
        maintaining a cold chain (i.e., in cold boxes with temperature   percentage.
        monitors).  At the laboratory, the  samples  were processed   Bivariate analysis of categorical parameters, i.e., comparison
        accordingly.  In  a  100  mL  volumetric  flask,  5  mL  of  10%   of  BLLs,  was  performed  using  the  Chi-square  (χ )  test.  The
                                                                                                        2
        Triton X-100, 2 mL of NH PO , and four drops of 70% HNO    mean BLLs of the three groups were compared using analysis of
                                                          3
                                 4
                             4
        were mixed and diluted  to volume with deionized  water to   variance with post hoc analysis. Multivariate logistic regression
        form the matrix modifier. To prepare a multipoint calibration   was performed to distinguish the exposure variables according
        curve, 0.1, 5, 10, 30, and 60  µg/dL working standard lead-  to BLL < or ≥5 µg/dL. Statistical significance was defined as
        containing  solutions  were  prepared  in  1% HNO .  The  final   P < 0.05.
                                                 3
        standard solutions were prepared by mixing 100 µL of each of
        the working standard solutions with 900 µL of matrix modifier   3. Results
        in autosampler vessels to produce 0.1, 0.5, 1, 3, and 6 µg/dL,
        respectively. These standard solutions were set aside until the   Approximately  65.56% of participants  were less than
        bubbles dissipated. The samples were then prepared by mixing   40 years old, with a mean age of 35.65 ± 9.21 years; 74.44% of
        100  µL  of whole  blood  (with  anticoagulant)  with  a  900  µL   participants were males; 68.33% of participants were are at least
                                                                 th
        matrix modifier. BLLs were estimated using a graphite furnace   10  class (i.e., more educated); 47.22% of participants belonged
        atomic absorption spectrophotometer. The trace element blood   to the upper middle socioeconomic status (Table 1). The median
        collection tubes used here refer to BD Vacutainer® specialty   (interquartile  range  [IQR])  of  family  and  individual  incomes
        tubes (368381; BD, USA). The BLL measurement method has   were INR 20000 (15000) and INR 15000 (8500), respectively.
        been validated with an estimated detection limit of <1 µg/dL   Table 2 reports that 17.78% of participants were smokers and
        and requires only a small sample size. The measurement method   3.8% used smokeless tobacco. Overall, 37.78% of participants
        also has a multi-element capacity with little interference.  reported that  their house was within a 1  km radius of the
          Information about the study was shared with the communities   highway or traffic zone. Approximately 50.56% of participants
        through field health workers, schools, Anganwadi, and social   were using 20-L canned water for drinking.
        media. Any eligible  participants (for either  one of the  three   Table 3 reports that 36.7% of participants were painters and
        groups) visiting the AIIMS hospital or the Centre for Rural   30.0% were construction workers in Group 1; 50.0% were traffic
        Health  AIIMS  Nutakki were enrolled using purposively   police and 33.3% were auto drivers in Group 2; and 41.7% were
        sampling. Furthermore, independent camps were conducted at   primary  health-care  workers (accredited  social  health  activist
        peripheral centers. The investigator introduced himself/herself   [ASHA]  and Anganwadi)  and  40.0%  were  office  workers  in
        to the participant before the start of the interview. Individuals   Group  3.  The  median  (IQR)  working  hours  in  a  typical  day
        were given patient information sheets. Thereafter, the research   was 8 (2) h. The median (IQR) number of years in the present
        team  explained  the  study, its  objectives,  procedure,  and  the   occupation of study participants was 10 (11.7) years.
        rights of the participants. If the individuals agreed to participate   Figure  1 displays the violin plot of the distribution  of
        in the study after going through the information sheet, written   participants for BLLs and the group studied. Overall, 56 (93.3%)
        consent  was  obtained.  A  unique  code  was  assigned  to  each   participants  in Group  1, 46  (76.6%) participants  in Group  2,
        participant. The participants were interviewed according to the   and 28 (46.6%) participants in Group 3 had BLLs >5 µg/dL
        interview schedule, and blood sampling was conducted after the   of blood. The  BLL ranged  from 2.15  µg/dL to 19.03  µg/dL.

                                              DOI: https://doi.org/10.36922/jctr.23.00130
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