THAI NGUYEN UNIVERSITY
UNIVERSITY OF AGRICULTURE AND FORESTRY
NATIONAL TSING HUA UNIVERSITY
THAVISACK MIVONGSACK
TITLE: POTENTIAL GENE-NETWORK FOR THE HEALTH EFFECT
OF EXPOSURE TO PCB/FS ON HUMAN DIFFUSE LARGE CELL
LYMPHOMA
BACHELOR THESIS
Study Mode:Full-time
Major: Environmental science and management
Faculty:International Programs Office
Batch: 2013-2017
Thai Nguyen, 21/12/2017
DOCUMENTATION PAGE WITH ABSTRACT
Thai Nguyen University of Agriculture and Forestry
Degree Program
Bachelor of Environmental Science and Management
Student name
THAVISACK MIVONGSACK
Student ID
DNT 1253110103
Thesis Title
Potential gene-network for the health effect of
exposure to pcb/fs on human diffuse large cell
lymphoma
Supervisor (s)
Prof. Chun-Yu Chuang,
Associate. Prof. DRTran Van Dien
Abstract:
The thesis describes the Lymphoma is the most top cancers in the worldwide, and the
incidence rises strikingly since the last half of 20thcentury. Lymphoma is a cancer
affecting the immune system; the major risk factor is associated with exposure to
occupational or environmental chemicals. Polychlorinated biphenyls (PCBS) are a
class of organic chemicals, known as congeners that have been used in a variety of
commercial products. PCBs were used in caulking, electronics, fluorescent light
ballasts and other building materials from the 1950s to the late 1970s. Buildings built
or renovated during that time may contain PCBs in caulking and other materials.
PCBare very stable mixtures that are resistant to extreme temperature and pressure.
PCBS were used widely in electrical equipment like capacitors and transformers. They
also were used in hydraulic fluids, heat transfer fluids, lubricants, and plasticizers.
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PCBs have been released into the environment through spills, leaks from electrical and
other equipment, and improper disposal and storage. It is estimated that more than half
of the PCBS produced have been released into the environment. Once in the
environment, PCBS can be transported long distances and they bind strongly to soil
and sediment so they tend to be persistent in the environment. They have been found
in air, water,soil, and sediments throughoutthe world.PCBs can enter the body through
inhalation, ingestion, and dermal routes of exposure. They are readily absorbed but are
slowly metabolized and excreted. In particular, PCBs initially distribute to the liver
and muscle tissues, but eventually accumulate in lipid-rich tissues. This leads to
greater concentrations of PCBS in adipose tissue, breast milk, the liver, and skin. The
data analysis was subsequently performed using Network Analyst, a standard web
browser for network analysis and interactive exploration.
Keywords
TCDD, Furans, DBLCL, bioinformatics, GEO, Array
Express
Number of pages
59
Date of submission
October,2017
Supervisor’s signature
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ACKNOWLEDGEMENT
First of all, we know that knowledge is just only can be proved by our works,
and internship is one of the best opportunity for a student whose can do their first
project before they find their jobs to enroll in the future. Besides that, we are not only
improving ourselves by knowledge in company environment, institute or laboratory
but also making more friends whose are having many experiences in environment, and
it will help us in the near future. From my perspective, this internship is absolutely
needed, helpful and important.
Because of that, and be assigned by the International Programs Office and also
the allowed of Department of Biomedical Engineering and Environmental Sciences
(National TsingHua University, Taiwan). To well done this thesis, I want to express
profound gratitude to Advanced Education Program, the school administrators, the
staffs in Department of Biomedical Engineering and Environmental Sciences, the
staffs of YC laboratory, and particularly my supervisor,Associate. Prof. DRTran Van
Dien and Prof Chun-Yu Chuang whose were always supporting me every single time
I got troubles. I would like to send both of supervisors a warmly thanks for the
supporting me, and for their sacrifice for education, as same as environmental issues in
Taiwan and Vietnam as all countries in the world.
Finally, I would like to say that I had tried my best to finish this thesis in the
best way, I guess. However, to be honest, I partly believe that my thesis still have
some problems because of the limitation of knowledge and reality experiences,
especially in our environmental circumstances these days. It is totally happy if I can
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get feedbacks and comments from you, my Teachers, Professors, and Supervisors, to
finish my thesis in a fantastic way, to get the best results.
Sincerely,
Thai Nguyen October, 2017
THAVISACK MIVONGSACK
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TABLE OF CONTENTS
DOCUMENTATION PAGE WITH ABSTRACT ..........................................................i
ACKNOWLEDGEMENT ............................................................................................. iii
TABLE OF CONTENTS ................................................................................................v
LIST OF FIGURES ...................................................................................................... vii
ABBRIVIATION ...........................................................................................................ix
PART I: INTRODUCTION ............................................................................................1
1.1. Rationale ...................................................................................................................1
1.2. Objectives .................................................................................................................3
PART II:LITERATURE REVIEW .................................................................................4
2.1. Polychlorinated biphenyls (PCBs) ..........................................................................4
2.1.1. Polychlorinated Biphenyls (PCBs) Toxicity .........................................................5
2.1.2. The industrial production of PCB..........................................................................6
2.1.3. PCBs and Environment .........................................................................................7
2.1.4. Health Effects of PCBs ..........................................................................................9
2.2. Lymphoma ..............................................................................................................12
2.3. Biological pathway .................................................................................................13
2.3.1. Diffuse large B cell lymphoma (DLBCL) ...........................................................15
2.4. Gene-network components .....................................................................................17
2.4.1 Gene-network database:Array Express and (GEO)..............................................18
2.4.2. Statistical analysis ...............................................................................................19
3.2. Gene network analysis and Cytoscape for gene-network analysis ........................24
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PART IV: RESULTS AND DISCUSSIONS ................................................................29
4.1. Genetic datasets ......................................................................................................29
4.1.1 Differentially expressed genes .............................................................................32
4.1.2. Gene-network construction of DLBCL and PCBs ..............................................35
4.2. Discussion ...............................................................................................................38
PART V: CONCLUSION AND RECOMMENDATION ............................................41
5.1. Conclusion ..............................................................................................................41
5.2. Recommendation ....................................................................................................42
REFERENCES ..............................................................................................................43
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LIST OF FIGURES
Figure 2.1: Diagram of Polychlorinated Biphenyls (PCBs)(Shoemaker, 2005) .............6
Figure2.2: Polychlorinated biphenyls – levels in foods ................................................11
Figure 2.3: Diffuse large Bcell lymphoma ....................................................................16
Figure 3.1: The flowchart of methodology....................................................................24
Figure 3.2: Cytoscape home page(Shannon P, 2003) ...................................................26
Figure 4.1: Diagram of Gene-network construction of DLBCL & PBCs Sources:
(Rosenwald,2002) ..........................................................................................................37
Figure 4.2: The potential regulatory pathway of NHL progression in response to PCB
exposure Source: (Miller, 2001) ....................................................................................38
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LIST OF TABLES
Table 4.1: Genetics Datasets of DLBCL ............................................................ 30
Table 4.2: Datasets on Array Express used for PCB analysis ............................ 31
Table 4.3: Differentially expressed genes, including –up and down – regulate
genes in Diffuse Large B cell lymphoma compared to normal cells .................. 33
Table 4.4: Differentially expressed genes, including up-and down – regulated
genes activated by PCB compared to control group ........................................... 35
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ABBRIVIATION
ABC
Activated B cell
AML
Acute myeloid leukemia
ALL
Acute lymphoblastic leukemia
B-Cells
B-lymphocytes
B-NHL
Non Hodgkin lymphoma
DLBCL
Diffuse large B cell lymphoma
DMSO
Dimethyl sulfoxide
DEGS
Differentially expressed genes analysis
FL
Follicular lymphoma
FDR
False discovery rate
GEO (NCBI)
Gene expression omnibus National center for
Biotechnology information
GO
Gene Ontology
HL
Hodgkin lymphoma
HIV
Human immunodeficiency virus
ID
Identifier
IARC
International agency for research on cancer
MIAME
Minimum
information
about
microarray
experiment
MAGE-ML
Microarray and Gene Expression Markup
Language
NPL
N-acetylneuraminate pyruvate lyase
NHL
Non Hodgkin lymphoma
PCB
Polychlorinated biphenyls
RS
Reed-Sternberg
SNPs
Single Nocleotide Polymorphisms
T-Cells
T-lymphocytes
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PART I: INTRODUCTION
1.1.
Rationale
Polychlorinated biphenyls, in short PCBs, are a group of man-made
chemicals.PCBs have been used in many different products, including electrical
equipment, surface coatings, inks, adhesives, flame-retardants, and paints. PCBs may
be released into the environment, for instance when waste that contains PCBs is
incinerated or stored in landfills(Morris, 2017).PCBs are probable human carcinogens
and can also cause non-cancer health effects, such as reduced ability to fight
infections, low birth weights, and learning problems. The risks and hazards associated
with PCBs in the Hudson River are a function of the toxicity of PCBs and an
individual's exposure(Hudson, 2016).The most commonly observed health effects in
people exposed to large amounts of PCBs are skin conditions such as acne and rashes.
Studies in exposed workers have shown changes in blood and urine that may indicate
liver damage. PCB exposures in the general population are not likely to result in skin
and liver effects. Most of the studies of health effects of PCBs in the general
population examined children of mothers who were exposed to PCBs(Buford Hwy
NE, 2014).
Polychlorinated biphenyls (PCBs) were powerful carcinogens. A carcinogen is
any substance or agent that tends to produce a cancer. Polychlorinated biphenyls are
found in things such as asbestos and radon. However, we are also forced to consume it
in our foods. There are exposed to many substances at any given time. This includes
those we encounter at work, school, or home, in the food we eat and in the air we
breathe(Jeni, 2011).
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But it’s almost impossible anyone could know precisely what they’ve been exposed to.
PCBs are toxic. They can provoke serious health effects that go beyond cancer. They
can also play a role in hormone disruption, reduced ability to reproduce, skin toxicity,
immune system disorders.
Lymphoma is the most common blood cancer that develop in lymphatic system.
The two main categories of lymphoma are Hodgkin lymphoma and non-Hodgkin
lymphoma (NHL)(Ferlay, 2013). Lymphoma occurs when cells of the immune system
called lymphocytes, a type of white blood cell, grow and multiply uncontrollably.
Cancerous lymphocytes can travel to many parts of the body, including the lymph
nodes, spleen, bone marrow, blood, or other organs, and form a mass called a tumor.
The body has two main types of lymphocytes that can develop into lymphomas: Blymphocytes (B-cells) and T-lymphocytes (T-cells).
Diffuse large cell lymphoma (DLBCL or DLBL) is a cancer of B cells, a type
of white blood cell responsible for producing antibodies. It is the most common type
of non-Hodgkin lymphoma among adults (Clinical, 1997), with an annual incidence of
7–8 cases per 100,000 people per year in the USA and the UK (Morton et al., 19922001). This cancer occurs primarily in older individuals, with a median age of
diagnosis at approximately 70 years of age (Smith et al., 2011), though it can also
occur in children and young adults in rare cases(Smith at el., 2010). DLBCL is an
aggressive tumor which can arise in virtually any part of the body (Kumar et al.,
2009),and the first sign of this illness is typically the observation of a rapidly growing
mass, sometimes associated with B symptoms: fever, weight loss, and night sweats
(Freeman et al, 2012).
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1.2. Objectives
• The aims of the study was tosummarize the health implications associated with
exposure topolychlorinatedbiphenyls (PCBs).
• To identify the potential pathway exposure to dioxin corresponding to DLBCL
• To express the gene number that exposure to dioxin can induce DLBCL and PCBs
• To evaluate diffuse large B-cell lymphoma (DLBCL) and construct regulatory
networks of genes and miRNAs to gradually reveal the underlying mechanisms of
DLBCL development.
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PART II:LITERATURE REVIEW
2.1. Polychlorinated biphenyls (PCBs)
Polychlorinated biphenyls (PCBs) is a group of organic compounds used in the
manufacture of plastics, as lubricants, and dielectric fluids in transformers, in
protective coating for wood, metal and concrete, and in adhesives, wire coating and so
forth (New York, 2003). It can cause a number of different harmfuleffects. They are
highly toxic to aquatic life and persist in the environment for long periods of time.
They can accumulate in food chains and may produce harmful sideeffects at high
concentrations. There are no known natural sources of PCBs in the environment. PCBs
are either oilyliquids or solids and are colorless to light yellow. Some PCBs are
volatile and may exist as avapor in air. They have no known smell or taste(Buford
Hwy NE, 2014). PCBs enter the environment as mixturescontaining a variety of
individual chlorinated biphenyl components, known as congeners, as wellas
impurities. Because the health effects of environmental mixtures of PCBs are difficult
toevaluate, most of the information in thistoxicological profile is about seven types of
PCBmixtures that were commercially produced. These seven kinds of PCB mixtures
include 35% ofall the PCBs commercially produced and 98% of PCBs sold in the
United States since 1970.Some commercial PCB mixtures are known in the United
States by their industrial trade name,Aroclor. For example, the name Aroclor 1254
means that the mixture contains approximately54% chlorine by weight, as indicated by
the second two digits in the name. Because they do not burn easily and are good
insulating materials, PCBs were used widely as coolants and lubricantsin transformers,
capacitors, and other electrical equipment. The manufacture of PCBs stopped inthe
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United States in August 1977 because there was evidence that PCBs build up in
theenvironment and may cause harmful effects. Consumer products that may contain
PCBs includeold fluorescent lighting fixtures, electrical devices or appliances
containing PCB capacitors madebefore PCB use was stopped, old microscope oil, and
old hydraulic oil.
2.1.1. Polychlorinated Biphenyls (PCBs) Toxicity
Since PCBs are found throughout the environment, it is likely that everyone has
been exposed to them. PCBs can enter the body by eating or drinking contaminated
food, through the air we breathe, or by skin contact. PCBs are easily absorbed by the
body and are stored in fatty tissue. PCBs are not eliminated well, so they can
accumulate in the body (Gray et al.,2003; Thrasher and Crawley, 2009).
Most people are exposed to PCBs by eating contaminated fish, meat, and dairy
products. Catfish, buffalo fish, and carp usually have the highest PCB levels. Plants
take up only small amounts of PCBs from the soil, so amounts in grazing animals and
dairy products are generally lower than in fish. Dust contaminated with very small
levels of PCBs may be found on the outer surfaces of fruits and vegetables PCBs do
not dissolve well, so exposure to them from water is usually not a concern. Some
private wells may use old submersible pumps that contain PCB oil. If the pump seal
fails, PCBs can leak into the well and contaminate the drinking water older fluorescent
lights found in schools, offices and homes may still contain transformers or ballasts
that contain PCBs. If the ballasts fail, PCBs can leak out and contaminate exposed
surfaces and the air. PCB levels measured in the air after a light ballast failure can be
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significant. The workplace also may be a source of PCB exposure(Crago et al., 2003,
Etzel, 2006).
Figure 2.1: Diagram of Polychlorinated Biphenyls (PCBs)(Shoemaker, 2005)
PCBs are chemicals formed by attaching one or more chlorine atoms (at the Xs
in Figure 1 above) to a pair of connected benzene rings.Depending on the number and
position of chlorine atoms attached to the biphenyl ring structure, 209 different PCB
congeners can be formed. PCB congeners can be divided into the coplanar, the monoortho-substituted PCBs, and other non-dioxin-like PCBs. The significance of this
designation is that coplanar and some of the mono-ortho-substituted PCBs have
dioxin-like toxicological effects(Shoemaker, 2005).
2.1.2. The industrial production of PCB
PCBs were used for many different industrial purposes, including the afore
mentioned electrical industry and: Hydraulic fluids; casting wax; carbonless carbon
paper; compressors; heat transfer systems; plasticizers; pigments; adhesives; liquid
cooled electric motors; fluorescent light ballasts. There is little wonder that this group
of chemicals was so readily accepted.
One of the qualities that make PCBs so desirable is one of the characteristics
that make PCBs so hazardous to the environment. The high thermal and chemical
resistance of PCBs means that they do not readily break down when exposed to heat
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orchemical treatment. This is a very desirable trait for lubricants. However, since
PCBs do not break down they remain in the environment and continue to build up as
more are introduced into the environment. Worms consume organic matter
contaminated with PCBs, and small fishes eat the worms. Small fish are then eaten by
larger fish, and perhaps the large fish are eaten by an eagle. Worms may only live for a
short time, but eagles live for a long time. They continue to eat lots of large fish that
ate lots of small fish that ate lots of contaminated worms. Over a lifetime, the PCB
concentration in the fatty tissue of the eagle would continue to increase as it ate more
and more contaminated fish. This accumulation of a chemical in animals at the top of
the food chain is known as bioaccumulation. If the chemical happens to be toxic, the
consequences become obvious.
2.1.3. PCBs and Environment
Before 1977, PCBs entered the air, water, and soil during their manufacture
and use in theUnited States. Wastes that contained PCBs were generated at that time,
and these wastes wereoften placed in landfills. PCBs also entered the environment
from accidental spills and leaksduring the transport of the chemicals, or from leaks or
fires in transformers, capacitors, or otherproducts containing PCBs. Today, PCBs can
still be released into the environment from poorlymaintained hazardous waste sites
that contain PCBs; illegal or improper dumping of PCBwastes, such as old transformer
fluids; leaks or releases from electrical transformers containingPCBs; and disposal of
PCB-containing consumer products into municipal or other landfills notdesigned to
handle hazardous waste. PCBs may be released into the environment by the burningof
some wastes in municipal and industrial incinerators.Once in the environment, PCBs
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do not readily break down and therefore may remain for verylong periods of time.
They can easily cycle between air, water, and soil. For example, PCBs canenter the air
by evaporation from both soil and water. In air, PCBs can be carried long distancesand
have been found in snow and sea water in areas far away from where they were
released intothe environment, such as in the arctic. As a consequence, PCBs are found
all over the world. Ingeneral, the lighter the type of PCBs, the further they may be
transported from the source ofcontamination. PCBs are present as solid particles or as
a vapor in the atmosphere. They willeventually return to land and water by settling as
dust or in rain and snow. In water, PCBs maybe transported by currents, attach to
bottom sediment or particles in the water, and evaporate intoair. Heavy kinds of PCBs
are more likely to settle into sediments while lighter PCBs are morelikely to evaporate
to air. Sediments that contain PCBs can also release the PCBs into thesurrounding
water. PCBs stick strongly to soil and will not usually be carried deep into the soilwith
rainwater. They do not readily break down in soil and may stay in the soil for months
oryears; generally, the more chlorine atoms that the PCBs contain, the more slowly
they breakdown.Evaporation appears to be an important way by which the lighter
PCBs leave soil. As agas, PCBs can accumulate in the leaves and above-ground parts
of plants and food crops.PCBs are taken up into the bodies of small organisms and fish
in water. They are also taken upby other animals that eat these aquatic animals as food.
PCBs especially accumulate in fish andmarine mammals (such as seals and whales)
reaching levels that may be many thousands oftimes higher than in water. PCB levels
are highest in animals high up in the food chain.
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Environmental contamination from PCBs has been caused by accidental
releases, careless disposal practices, and leaks from industrial facilities or chemical
waste-water disposal sites. PCBs degrade very slowly, are cycled and transported
within the ecosystem, and bioaccumulate as they move up the food chain.
Once released into the environment, PCBs adsorb strongly to soil and sediment.
As a result, these compounds tend to persist in the environment, with half-lives for
most congeners ranging from months to years. PCBs leach from soil slowly,
particularly the more highly chlorinated congeners, and translocate to plants via soil
insignificantly. Cycling of PCBs through the environment involves volatilization from
land and water surfaces into the atmosphere, with subsequent removal from the
atmosphere by wet or dry deposition, then revolatilization. In the general population,
inhalation of these airborne PCBs is one route of exposure, in addition to the food
source of exposure to PCBs.
Once released into the environment, PCBs may undergo all of the volatilization
from land and water surfaces into the atmospheres, biotransformation into more
complex undefined mixtures, fast degradation within the ecosystem and strong
adsorption to soil and sediment.
2.1.4. Health Effects of PCBs
A growing number of studies have found serious health effects from exposure
to PCBs. PCBs are likely to cause cancer and are classified as a “probable carcinogen”
by the federal Environmental Protection Agency and the International Agency for
Research on Cancer. In addition, a study found children’s risk of developing acute
lymphocytic leukemia, increased by two-fold when PCBs were detected in the dust of
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a room in which the child spent a significant amount of time(Ward M H, 2009). People
with potentially high exposures to PCBs include: Recreational and subsistence fishers
who typically consume larger quantities of locally caught fish than the general
population, Children with in utero and lactational exposure to PCBs from mothers who
eat large quantities of contaminated fish during pregnancy and while nursing,Certain
farmers and their families who consume PCB-contaminated food via their own farmraised beef and dairy cattle, andpeople living near incinerators, other PCB-disposal
facilities, or NPL hazardous waste sites where PCBs have been detected (Buford Hwy
NE A. , 2016).
PCBs can enter human cells and tissues when contaminated air is breathed in,
when contaminated food enters the digestive system, or through contact with the skin.
Tests on laboratory animals show that PCBs are readily absorbed through the digestive
tract when swallowed, and to a lesser extent through the skin. The main PCB
elimination routes are through the faeces, urine, and breast milk. Once in the
gastrointestinal tract, ingested PCBs diffuse across cell membranes and enter blood
vessels and the lymphatic system. PCBs, especially those that contain a greater number
of chlorine atoms, are readily soluble in fats and thus tend to accumulate in fat-rich
tissues such as the liver, brain and skin.In mothers, PCBs have also been found to pass
into the placenta, umbilical cord blood, and breast milk. PCBs can undergo different
transformations in the body and then either be stored in certain tissues or excreted.
Transformations that lead to accumulation,PCBs can easily be transformed into
persistent metabolites that are not readily excreted and that can accumulate in
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