Heavy Metal Pollution in the Waters of South Konawe Regency,
Southeast Sulawesi Province, Indonesia
RAMADHAN TOSEPU1*, PARMAN PARMAN1, NASARUDDIN NASARUDDIN2
1Department of Environmental Health,
Faculty of Public Health,
University of Halu Oleo,
INDONESIA
2Department of Biology,
Faculty of Mathematics and Natural Sciences,
University of Halu Oleo,
INDONESIA
*Correspondence Author
Abstract: - The pollution of Plumbum heavy metal in water is an environmental concern. Plumbum (Pb) can be
found in water naturally and due to human activities. This study aimed to analyze Plumbum heavy metal's
content in the waters of Batu Jaya village in Southeast Sulawesi. The research method employed was
descriptive, and the samples were tested for Plumbum heavy metal content using Atomic Absorption
Spectrophotometer. The study revealed that several stations (ST) exceeded the threshold, including ST 2 with
0.0217 mg/l, ST 3 with 0.0220 mg/l, ST 5 with 0.0182 mg/l, ST 6 with 0.0141 mg/l, and ST 10 with 0.0312
mg/l. On the other hand, other stations, namely ST 1, 4, 7, 8, and 9, remained within acceptable limits.
Consequently, Plumbum heavy metal is present in the waters of Batu Jaya village, South Konawe Regency,
Southeast Sulawesi Province, Indonesia. The pollution originates from human activities in the vicinity of the
port and from ship traffic passing through the area.
Key-Words: - Heavy metals, Plumbum, Waters, Indonesia
Received: March 9, 2023. Revised: June 15, 2023. Accepted: August 17, 2023. Published: September 11, 2023.
1 Introduction
Indonesia is an archipelagic country with two-thirds
of the ocean area more significant than the land
area, placing Indonesia in second place after Canada
as a country with the longest coastline in the world.
Southeast Sulawesi is one of the provinces in
eastern Indonesia, which consists of several small
islands and coastal regions that dominate the area.
This area is very vulnerable to pollution and
environmental pressure, which the primary source
comes from various kinds of activities and
phenomena that occur on land and in the. In addition
to biological pollution from solid liquid and gas,
chemical pollution from dangerous heavy metals
also has a great potential to contaminate marine
ecosystems. In fact, at levels exceeding the
threshold value, it can threaten human life, [1], [2].
Currently, water quality is lowered due to
pollution in various regions worldwide. For
example, in several areas of China's sea, a study
conducted in 3 seasons finds heavy metal
contamination. The accumulation of Plumbum
heavy metal is the highest among other heavy
metals, ranging between 1.9 to 2222 µg/l, [3]. In the
coastal waters of Mokpo, Korea, accumulation of
the Plumbum heavy metal in seaweed, sediment,
and seawater has also been reported, [4].
In 2017, it was reported that the environmental
quality index in some areas of Indonesia had
decreased. This was mainly due to a significant drop
in the seawater quality index, including in the
waters of southeast Sulawesi. This decline in
environmental quality highlights the importance of
sustainable practices to ensure the preservation of
our planet for future generations, [5]. In Southeast
Sulawesi, there has been a noticeable decrease in the
seawater quality index in various marine water
areas. This decline in seawater quality is primarily
due to heavy metal pollution. According to a study
by Greene et al. (2023), heavy metal accumulation
was identified at 12 sampling points in Staring
waters (Laonti River Estuary). Iron was the highest
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Ramadhan Tosepu, Parman Parman,
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heavy metal accumulation, recorded at 0.01296
ppm. It is essential to take immediate action to
address this issue and prevent further deterioration
of the marine ecosystem, [6]. It's important to be
aware of the amount of iron you're consuming, as
too much of this essential element can have toxic
effects on the body. It's all about finding the right
balance and ensuring you're within the threshold
value.
Various human activities, such as shipping,
tourism, agriculture, etc., cause heavy metals getting
into the waters. When heavy metals enter the waters,
they can be bioaccumulated by organisms living in
the seas, enter the food chain, and harm predators
and humans who consume marine biota. Data from
the Southeast Sulawesi Provincial Environmental
Service in 2022 report that Plumbum heavy metal
pollution in seawater is <0.0033 mg/L.
One of the waters in the Southeast Sulawesi
region, which has immense potential for heavy
metal contamination, is Batu Jaya Village in South
Konawe Regency. From the initial survey, several
streams in crowded activity eventually flow into
these waters, which are suspected of distributing the
Plumbum heavy metal into these waters. This study
aims to determine Plumbum heavy metal pollution
in the seas of Batu Jaya village in Southeast
Sulawesi. Research on lead pollution in the
environment provides a better understanding of
pollution sources, health impacts, environmental
consequences, control technologies, and public
awareness efforts. This research is crucial for
promoting prevention measures, reducing lead
exposure, and safeguarding human health and
ecological sustainability. With this knowledge, we
can develop policies, regulations, and practices that
better protect the environment and human health
from the harmful effects of lead.
2 Methods
2.1 Sources and Sampling Data
This study was conducted in December 2022.
Seawater sampling was taken using a water sampler
on December 18, 2022, in Batu Jaya Village, South
Konawe Regency, Southeast Sulawesi Province,
Indonesia. Determination of the sampling points
used a purposive sampling method accompanied by
a GPS (Global Positioning System) tool in
determining the coordinates of the location of
seawater sampling. This study is a descriptive study
to see the levels of Plumbum heavy metal in the
waters of Batu Jaya village. The location points of
the survey were concentrated at ten stations divided
into three ranges. The Range is determined based on
the length of the shoreline from South to North, with
an altitude of 800 m. Location points of Range I are
240 m long, where the distance of each issue is 80
m. Then, the location points of Range II are 320 m
long, with a rarity of 80 m for each topic.
Furthermore, the location points of Range III are
240 m long with a point range of 80 m each.
Range 1 consists of stations 1, 2, and 3, where
the station locations are close to ports, rivers, and
areas where the people take small fish as forage.
Range 2 is stations 4, 5, 6, and 7, where points 4 and
7 are in front of cliffs and forests far from
settlements, while means 5 and 6 are precise in front
of densely populated territories. Then, range 3 is
stations 8, 9, and 10. Stations 8 and 9 are detailed in
front of the cliffs and forest, while station 10 is
taken at the border between Batu Jaya Village and
Namu Tourism Village.
Data from the test results were analyzed
descriptively based on the variables studied,
including the content of Plumbum heavy metal and
the ratio of heavy metal at each point based on
ranges I, II, and III. The content of Plumbum heavy
metal in seawater was compared with the threshold
value for the level of Pb heavy metal pollution in
seawater for marine biota following the Decree of
the Minister of Environment number 51 in 2004.
2.2 Analysis Data
Based on the source national standard Indonesia
number 6989.8:2009, the tools and materials used in
examining seawater samples were an Atomic
Absorption Spectrophotometer (AAS), hollow
cathode lamps, 250 ml beakers glass, measured
pipettes (1 ml, 5 ml, 25 ml, and 20 ml), 100 ml
volumetric flask, glass funnel, electric heater, spray
flask, vacuum filter set (filter paper of Whatman 40
with a pore size of ɵ 0.42 µm), Analytical Balance
with an accuracy 0.0001 g, Watch Glass, Distilled
water, a sample of seawater, nitric acid (HNO3) and
acetylene gas (C2H2).
3 Results
3.1 Location of the Study
Sampling was carried out around the waters of Batu
Jaya Village, South Konawe Regency, Southeast
Sulawesi Province. Sampling points were around
the seas of Ferry-Amolenggu Harbor, Settlements,
and Borders of Namu Tourism Village by taking 10
points of locations. Map of Sampling Point
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Point 1: 4°87'80.3"S 951°20 '91.4"E
Point 2: 4°87'93.02"S 951°25 '98.5"E
Point 3: 4°88 '26.3"S 951°31 '75.5"E
Point 4: 4°88 '52.3"S 951°37 '87.5"E
Point 5: 4°88 '44.5"S 951°42 '31.6"E
Point 6: 4°88 '66.3"S 951°47 '03.8"E
Point 7: 4°88 '88.8"S 951°51 '68.93 "E
Point 8: 4°89' 40.7"S 951°55' 67.6 "E
Point 9: 4°89 '40.7"S 951°51 '59.80 "E
Point 10: 4°89 '41.4"S 951°51 '64.66 "E
The map of the sampling points is presented in
Figure 1.
Fig. 1: Map of Sampling Points
3.2 Analysis of Plumbum Heavy Metal
Analysis result of Plumbum heavy metal content in
seawater taken at 10 points of location can be seen
in the following graph. Figure 2 shows that several
areas were not detected from the ten sampling
locations, such as at points 1,4, 7, 8, and 9. As for
points 2, 3, 5, 6, and 10, there were Plumbum heavy
metal contents, most of which passed the Threshold
Value according to the Ministry of Environment
Republic of Indonesia number 51 in 2004, where the
pollution level was high. An overview of seawater
quality in the chemical aspects found in the waters
of Batu Jaya Village, South Konawe Regency, in
2022 could be seen from the results of tests
conducted at the Southeast Sulawesi Provincial
Health Laboratory with the inspection indicator for
the Plumbum heavy metal.
Fig. 2: Concentration value of the Plumbum heavy
metal at each point in the location of the study
The test results were as follows:
Table 1. Description of the Chemical Quality of Sea
Waters in Batu Jaya Village (Plumbum Content),
South Konawe Regency, in 2022
Seawat
er
samples
Pollutio
n
Risk
Test
results
of
Plumbu
m (Pb)
content
Explanati
on
ST 1
Low
˂ 0,0004
Qualify
ST 2
High
0,0217
Unqualify
ST 3
High
0,0220
Unqualify
ST 4
Low
< 0,0004
Qualify
ST 5
High
0,0182
Unqualify
ST 6
High
0,0141
Unqualify
ST 7
Low
˂ 0,0004
Qualify
ST 8
Low
˂ 0,0004
Unqualify
ST 9
Low
˂ 0,0004
Qualify
ST 10
High
0,0312
Unqualify
*The quality standard was based on the Decree of the
Minister of Environment number 51 of 2004 concerning
the Quality Standards of Seawater
The Plumbum heavy metal in the research
location indicated that there was a low and high risk
of contamination. The sample points which had a
0
0,02170,022
0
0,0182
0,0141
0 0 0
0,0312
0
0,005
0,01
0,015
0,02
0,025
0,03
0,035
St 1 St 2 St 3 St 4 St 5 St 6 St 7 St 8 St 9 St
10
Concentarion of Pb (mg/l)
Station
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low or undetectable level of contamination risk are
at points 1, 4, 7, 8, and 9. The points which had a
high risk of contamination are points 2, 3, 5, 6, and
10. Thus 5 points contain undetected heavy metal
content, and 5 points of the location contain the
Plumbum heavy metal and exceeding the Threshold
Limit Values which had been set based on the
quality standards of seawater according to the
Decree of the Ministry of Environment number 51
of 2004 (Table 1).
The presence of heavy metal lead (Pb) can cause
pollution. Based on the analysis, the risk of lead
contamination can be divided into two categories:
low and high. The sampling points that indicate
low-risk or non-detectable contamination are 1, 4, 7,
8, and 9. This means that the lead levels in these
points are relatively low or do not exceed the
established Threshold Value. On the other hand,
five points in the research location indicate high
contamination risk. These points are 2, 3, 5, 6, and
10. This shows that the lead levels in these points
exceed the established Threshold Value, indicating a
significant level of contamination. There are five
points in the research location with undetectable
lead levels or low contamination risk. The other five
points contain lead levels exceeding the Threshold
Value and indicate high contamination risk.
4 Discussion
One of the heavy metals which is a source of
pollutants that has the potential to reduce and
damage the environment is Plumbum. Plumbum or
black Plumbum is a heavy metal generally found
naturally in the earth's crust and dispersed in small
quantities through natural and artificial processes,
[7]. Heavy metals can get into the body through
contaminated air, food, and water, [8]. The
properties of heavy metals that are difficult to
decompose can quickly accumulate in aquatic
environments, sediments, and marine biota, [9].
The presence of Plumbum heavy metal in
waters can directly endanger the life of marine
organisms and indirectly threaten human health
through contamination of the food chain. The nature
of the Pb heavy metal is toxic if it comes into the
human body and, at a level that is not tolerated by
the body, will endanger people's health. Lead
release into the air originates from industrial
activities and vehicle exhaust emissions, leading to
environmental pollution. Consequently, lead (Pb)
can contaminate the soil and dissolve in water,
which plants can then absorb. As a result, humans
can be exposed to lead through food or drinking
water, [10]. Exposure to lead has negative impacts
on the central nervous system, which affects
development and function. Lead exposure during
prenatal (before birth) and postnatal (after birth)
periods plays a crucial role in brain development.
Even exposure to low levels of lead can cause a
significant decrease in IQ test performance, [11].
There are findings that blood lead levels below 10
μg/dL are associated with decreased IQ and
behavioral problems, such as aggression, in
proportion to the detected blood lead levels. Within
the Range of blood lead levels from 5 to 35 µg/dL,
it has been reported that each increase of µg/dL can
lead to a 2-4 point decrease in IQ in children, [12],
[10]. According to the US Centers for Disease
Control and Prevention (CDC), they established the
reference level for elevated blood lead levels at 10
μg/dL for adults and 5 μg/dL for children, based on
the total tested blood volume, [13].
Laboratory test results for the analysis of the
Plumbum heavy metal showed that the
concentration of Plumbum in the waters of Batu
Jaya Village almost all exceeded the threshold value
for seawater quality (Decree of the Minister of
Environment number 51 of 2004). At stations 1, 2,
and 3, which are the sampling points closest to land,
the concentration of Plumbum is high. From these
three sampling points, the high concentration of
Plumbum is at point 2, 0.0217 mg/L, and point 3,
0.0220 mg/L, both of which are in the high seas
area. There are various activities at sea that have the
potential to pollute the environment on the coast and
sea, including shipping activities, dumping at sea,
exploration and exploitation of offshore mining, and
marine cultivation/fisheries (Disruptive Chemistry
for a Better Life, 2018). In Batu Jaya Village, port
activity is very high, such as the shipping of large
ships between Regencies and Cities, the activity of
fishing boats, and also industrial ship crossing areas.
This may be the reason for the high Plumbum
pollution in this area. Apart from that, it is suspected
that the activity of catching small fish used as forage
has also contributed to the high level of heavy metal
contamination in this area. This study's results align
with the findings of those who conducted research
in the waters of the Tanjung Mas port area and
Mangunharjo waters, where each obtained figures of
0.253 mg/kg and 0.0697 mg/kg, [14].
At stations 5 and 6, the levels of Plumbum
heavy metal also exceeded the specified threshold
values (0.0182 mg/L and 0.0141 mg/L). This point
is in front of a residential area which is the route for
fishing boats, ship assembly, shipbuilding, and
fishing boat storage. Activities of Ship painting
carried out in the shipbuilding process can also
affect heavy metal levels in this area. There is a
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Plumbum heavy metal content in the paint, which
functions to accelerate the drying process and
inhibit rusting on metal or iron surfaces, [15]. The
study on the Sampur coast, Central Bangka district,
obtained similar results where the Plumbum heavy
metal content was high in concentrations in areas
where fishermen anchored their boats, [16].
Pollution can come from the process of washing and
maintaining ships, as well as the fuel used by ships
spilled, [15], [17]. Besides the fuel waste from
fishing boats, household waste also contributes to
high levels of heavy metals in this area, [18], [19].
At station 10, which is on the border of Batu
Jaya Village and Wisata Namu Village, levels of the
Plumbum heavy metal are also high. Its location
close to the Namu Tourism Village means that this
area has experienced an increase in the flow of
tourist boats. Ship paint containing Plumbum and
human activities around the coastal tourism area
may trigger the presence of the Plumbum heavy
metal at the border of the two villages, [6], [20]. The
same results were also obtained in the study in the
Raja Ampat Tourism area of West Papua, where the
highest levels of Pb heavy metal were at points
located in tourist areas and ports, [21]. Sources of
heavy metals can come from ship fuel waste in the
form of oil, anti-rust paint materials from ship hulls,
and wood preservatives for ships made of wood,
[22]. Of the ten stations that were sampling points,
four stations, such as stations, 4, 7, 8, and 9, had
levels of Plumbum heavy metal below the minimum
limit. This is because the location of the four
stations is in an area close to the rocks. In addition,
there is rarely people activity in this area because it
is far from residential areas.
5 Conclusion
In the waters of Batu Jaya Village, South Konawe
Regency, Southeast Sulawesi Province, there is a
Plumbum heavy metal content that exceeds the
threshold. Excessive lead content in water can cause
various health problems in humans. Chronic
exposure to lead can damage the nervous system,
kidneys, and liver. In children, lead exposure can
cause developmental disorders and brain damage.
Furthermore, the long-term health impacts caused
by lead can affect future generations. In addition,
aquatic ecosystems also suffer from excessive lead
content. Aquatic organisms such as phytoplankton,
algae, and invertebrates can be negatively affected
by lead. This can lead to population decline,
reproductive disorders, and even long-term
mortality. Lead can also disrupt the biogeochemical
cycle and damage water quality, thus impacting the
entire aquatic ecosystem. Addressing the issue of
lead content exceeding the threshold in water is
crucial for human health and ecosystem
preservation. Measures such as strict industrial
waste control, environmentally friendly
technologies, and enforcement of regulations must
be implemented to reduce lead exposure in water.
Furthermore, public education about the dangers of
lead and the importance of maintaining water
cleanliness should also be enhanced.
References:
[1] A. R. Syarifudin, S. S. Maddusa, and R. H.
Akili, " Analysis of Lead Heavy Metal
Content in Water, Fish, Shellfish and
Sediments in the Tondano River Basin
Tahun 2017," KESMAS, vol. 6, no. 3, 2017.
[2] B. A. Abderrazzak and B. Fethi,
"Evaluation of the Bioavailability of Heavy
Metals by Saline, EDTA and HCL
Solutions in Agricultural Soil," WSEAS
Transactions on Environment and
Development, ISSN: 1790-5079, vol. 17,
pp. 1290-1298, 2021,
DOI: 10.37394/232015.2021.17.118.
[3] J. Song, X. Yang, J. Zhang, Y. Long, Y.
Zhang, and T. Zhang, "Assessing the
variability of heavy metal concentrations in
liquid-solid two-phase and related
environmental risks in the Weihe River of
Shaanxi Province, China," International
Journal of Environmental Research and
Public Health, vol. 12, no. 7, pp. 8243-
8262, 2015.
[4] C.-S. Park, M.-Y. Wi, and E.-K. Hwang,
"The concentrations of heavy metals in the
seawater, sediment and seaweed in Mokpo
coastal region, southwestern coast of
Korea," Korean Journal of Environmental
Biology, vol. 26, no. 4, pp. 303-310, 2008.
[5] Ministry of Environment Republic of
Indonesia, "Regulation Number 51 About
Seawater Quality Standards.," 2017.
[6] H. G. Greene and J. Aschoff, "Oil spill
assessment maps of the central Salish Sea
Marine seafloor & coastal habitats of
concernA tool for oil spill mitigation
within the San Juan Archipelago,
Washington State, USA," Continental Shelf
Research, vol. 253, p. 104880, 2023.
[7] R. Desriyan, " Identification of lead (Pb)
heavy metal pollution in the Upper Citarum
River waters of the Dayeuhkolot segment to
WSEAS TRANSACTIONS on ENVIRONMENT and DEVELOPMENT
DOI: 10.37394/232015.2023.19.76
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Nanjung," Jurnal Reka Lingkungan, vol. 3,
no. 1, pp. 41-52, 2015.
[8] T. Rahmadani, S. M. Sabang, and I. Said, "
Analysis of the metal content of zinc (Zn)
and lead (Pb) in seawater on the Mamboro
coast, North Palu District," Jurnal
Akademika Kimia, vol. 4, no. 4, pp. 197-
203, 2015.
[9] D. P. Malik, S. Yusuf, and I. Willem, "
Analysis of Lead (Pb) Heavy Metal Content
in Seawater and Sediments in the Soreang
Embankment Waters, Parepare City,"
Jurnal Ilmiah Manusia Dan Kesehatan, vol.
4, no. 1, pp. 135-145, 2021.
[10] A. Ara and J. A. Usmani, "Lead toxicity: a
review," Interdisciplinary toxicology, vol. 8,
no. 2, pp. 55-64, 2015.
[11] M. Szymanski, "Molecular mechanisms of
lead toxicity," BioTechnologia. Journal of
Biotechnology Computational Biology and
Bionanotechnology, vol. 95, no. 2, 2014.
[12] L. S. Goodman, A. Gilman, L. L. Brunton,
and K. L. Parker, Manual of Pharmacology
and therapeutics. McGraw-Hill Medical,
2008.
[13] Centers for Disease Control, "Children: A
Renewed Call for Primary Prevention,"
Report of the Advisory Committee on
Childhood Lead Poisoning Prevention of
the Centers for Disease Control and
Prevention, US Department of Health and
Human Services, Atlanta, GA, 2012.
[14] V. T. Siringoringo, D. Pringgenies, and A.
Ambariyanto," Study of Mercury (Hg),
Copper (Cu), and Lead (Pb) Heavy Metal
Content in Perna viridis in Semarang City,"
Journal of Marine Research, vol. 11, no. 3,
pp. 539-546, 2022.
[15] L. Rizkiana, S. Karina, and N. Nurfadillah,
" Analysis of Pb Metal in Sediments and
Seawater in the Gampong Deah Glumpang
Fishing Port Area, Banda Aceh City," Syiah
Kuala University, 2017.
[16] P. Handayani, K. Kurniawan, and S.
Adibrata, " Pb Heavy Metal Content in
Seawater, Sediments and Blood Clams
(Anadara Granosa) at Sampur Beach,
Central Bangka Regency," PELAGICUS,
vol. 1, no. 2, pp. 97-105, 2020.
[17] A. Maharani, N. P. Purba, and I. Faizal,
"Occurrence of beach debris in Tunda
Island, Banten, Indonesia," in E3S Web of
Conferences, 2018, vol. 47: EDP Sciences,
p. 04006.
[18] Y. Permanawati, R. Zuraida, A. Ibrahim, M.
Environmental, and G. Hazard, "Heavy
metal content (Cu, Pb, Zn, Cd, and Cr) in
seawater and sediment in Jakarta Bay,"
Jurnal Geologi Kelautan, vol. 11, no. 1, pp.
9-16, 2013.
[19] K. Koś and Z. E. Eugeniusz, "Heavy metals
contamination of sediments from chosen
dam reservoirs in terms of their usage in
earthworks," WSEAS Transactions on
Environment and Development, ISSN:
1790-5079, vol. 11, pp. 136-142, 2015.
[20] V. Deepa and R. Sivakami, Environmental
Science. Darshan Publishers, 2022.
[21] Muhammad Taufiq and Yusnita Lagoa, "
Analysis of Seawater Pollution Index with
Cu and Pb Metal Parameters in the Raja
Ampat Tourism Area, West Papua," Jurnal
Sumberdaya Akuatik Indopasifik, vol. 2, no.
2, 2018.
[22] S. David, B. Amin, and Y. I. Srg," Analysis
of the metal content of Pb, Cu and Zn in
Telescopium telescopium and Thais
lamellose in the waters of the Seven Lakes,
Karimun Regency, Riau Islands," Jurnal
Online Mahasiswa (JOM) Bidang
Perikanan dan Ilmu Kelautan, vol. 1, no. 1,
pp. 1-9, 2014.
Contribution of Individual Authors to the
Creation of a Scientific Article (Ghostwriting
Policy)
Concept generation, data collection (P), writing and
editing of the manuscript (RT), critically reviewed
(NS), writing, and revision (RT, NS).
Sources of Funding for Research Presented in a
Scientific Article or Scientific Article Itself
No funding was received for conducting this study.
Conflict of interest:
The authors declare no conflict of interest
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Creative Commons Attribution License 4.0
https://creativecommons.org/licenses/by/4.0/deed.en
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