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By
Mohammed Thosif Raza
ID No : 14607027
Synopsis
• Abstract
• BACKGROUND
• Methodology
• Result.
• Discussion
• Limitations
9
Abstract
Millions of individuals worldwide are chronically
exposed to arsenic through their drinking water. Our
primary statistical analysis involved identifying
differentially expressed genes between participants with
and without arsenical skin lesions.In this study, genome-
wide gene expression patterns was evaluated using RNA
from peripheral blood lymphocytes of individuals. Our
findings show that microarray-based gene expression
analysis is a powerful method to characterize the
molecular profile of arsenic exposure and arsenic-
induced diseases.
10
BACKGROUND
11
Methodology
Pilot survey
Blood Sample processing
RNA extraction
Microarray analysis
Statistical analysis
12
Pilot survey
13
40 individuals
15 individuals with
arsenical skin lesions
25 individuals
without lesions
20 individuals 5 individuals
2 arrays
low
arsenic
exposure
<70 µg/g
3 arrays
high
arsenic
exposure
>70 µg/g
6 arrays
low
arsenic
exposure
<162 µg/g
14 arrays
high
arsenic
exposure
>162 µg/g
Blood Sample processing
14
Supernatant
plasma was
removed
and sterile
1x PBS
was added
up to 15 mL.
Mononuclear
cells, were
transferred to
another 15 mL
DNase- and
RNase-free tube
and 1x PBS was
added up to 15
mL.
PBS removed
Trizol buffer was
added and stored
at -80°C
Venous blood 10 mL Vacutainer tube Cooler box DNase- and RNase-
free 15 mL tube
Centrifuged at 2,400 rpm
for 10 mins
Centrifuged at 2,700 rpm
for 25 mins.
Centrifuge
Fig : Blood sample processing.
RNA extraction
15
-TRIzol samples were incubated at 30°C
-chloroform was added .
-Samples were shaken vigorously by hand for 15 seconds
-incubated at 30°C for 3 minutes.
-Centrifuged at 10,000 rpm for 15 minutes.
-The aqueous phase containing RNA was removed to RNase-free tube and RLT was added.
Then, 500 µL alcohol was added and mixed.
RLT preserved samples were incubated at 37ºCfor 10 minutes.
Centrifugation at 13,000 rpm for 2 minutes. The filter was discarded and 70% alcohol (600 AL) was added.
Sample-filled QIAamp spin column was centrifuged and the filtrate was discarded. RNA was bound to the filter
membrane was washed with RW1 buffer, treated with DNase, and washed again with RW1 buffer followed by
RPE buffer. RNA was eluted in RNase-free water.
Microarray analysis
• The Affymetrix genechip standard protocol was followed for
microarray analysis.
16Fig : Schematic representation of microarray process.
Cells from
normal
individual
ccCells from individuals
with arsenical skin
lesions
Statistical analysis
For statistical analyses, genes were filtered by applying two
exclusion criteria:
1. genes showing minimal variation across the set of arrays
2. genes with >50% missing data were excluded from statistical analysis.
Gene filtering yeilded separate lists of 4,456 genes.
Gene Ontology (GO) and pathway comparisons were also
conducted based on the lists of 4,456 filtered genes.
For each gene in a GO category, a P for differential expression
comparing the two conditions of interest was computed.
A GO category was considered significantly differentially
expressed if either significance level was <0.005.
17
Result
• The number of differentially expressed genes generated
from the significance analysis of microarrays statistic was
468 (467 down-regulated and 1 up-regulated genes in
the skin lesion group).
• Restricting the study sample to females only resulted in
330 differentially expressed genes (all down-regulated in
the skin lesion group).
• Further restricting the study sample to female never-
smokers resulted in 312 differentially expressed genes
(all downregulated in the skin lesion group).
• GO analysis, revealed 41 significant GO categories.
18
Discussion
Gene Effect in arsenic affected individuals
Thymopoietin Up-regulated. It is over-expressed in cancer cell
lines
Superoxide dismutase 2 It act as a tumor suppression gene. down-
regulated expression of superoxide dismutase 2 in
individuals with skin lesions, which may indicate
an increased vulnerability to reactive oxygen
species generated by arsenic
Tumor necrosis factor (TNF) It is involved in cell proliferation, differentiation,
apoptosis, lipid metabolism, and coagulation. Its
down regulation lead to deficient wound healing.
19
Limitations
• Only mRNAs from coding regions of the
genome are assessed. Recent study suggest
that noncoding regions may also play key
roles in carcinogenesis
• Only RNA with a polyA tail is amplified and
reverse transcribed. A recent study reported
that a substantial proportion of transcribed
messages in the genome may include RNA
without polyA tail and thus may not be detected
in the currently available microarray-based gene
expression analyses.
20
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mortality in a region of northern Chile due to arsenic in drinking water. Am J Epidemiol
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8. Tseng WP. Effects and dose-response relationships of skin cancer and blackfoot disease with
arsenic. Environ Health Perspect 1977;19:109 – 19.
9. Brouwer OF, Onkenhout W, Edelbroek PM, de Kom JF, de Wolff FA, Peters AC. Increased
neurotoxicity of arsenic in methylenetetrahydrofolate reductase deficiency. Clin Neurol
Neurosurg 1992;94:307 – 10.
10. Wu M, Kuo TL, Hwang YH, Chen CJ. Dose-response relation between arsenic concentration in
well water and mortality from cancers and vascular diseases. Am J Epidemiol 1989;130:1123
21
References
8. Tseng WP. Effects and dose-response relationships of skin cancer and blackfoot disease with arsenic.
Environ Health Perspect 1977;19:109 – 19.
9. Brouwer OF, Onkenhout W, Edelbroek PM, de Kom JF, de Wolff FA, Peters AC. Increased
neurotoxicity of arsenic in methylenetetrahydrofolate reductase deficiency. Clin Neurol Neurosurg
1992;94:307 – 10.
10. Wu M, Kuo TL, Hwang YH, Chen CJ. Dose-response relation between arsenic concentration in well
water and mortality from cancers and vascular diseases. Am J Epidemiol 1989;130:1123 – 32.
11. Rahman M, Tondel M, Ahmad SA, Axelson O. Diabetes mellitus associated with arsenic exposure in
Bangladesh. Am J Epidemiol 1998;148:198 – 203.
12. Rahman M, Tondel M, Ahmad SA, Chowdhury IA, Faruquee MH, Axelson O. Hypertension and
arsenic exposure in Bangladesh. Hypertension 1999;33: 74 – 8.
13. National Research Council. Arsenic in drinking water 2001 update. Washington (DC): National
Academy Press; 2001.
14. Ahn WS, Bae SM, Lee KH, et al. Comparison of effects of As2O3 and As4O6 on cell growth
inhibition and gene expression profiles by cDNA microarray analysis in SiHa cells. Oncol Rep
2004;12:573 – 80.
15. Bae DS, Hanneman WH, Yang RS, Campain JA. Characterization of gene expression changes
associated with MNNG, arsenic, or metal mixture treatment in human keratinocytes: application
of cDNA microarray technology. Environ Health Perspect 2002;110:931 – 41.
16. Bae DS, Handa RJ, Yang RS, Campain JA. Gene expression patterns as potential molecular
biomarkers for malignant transformation in human keratinocytes treated with MNNG, arsenic, or
a metal mixture. Toxicol Sci 2003;74:32 – 42.
22
23
17. Chen H, Li S, Liu J, Diwan BA, Barrett JC, Waalkes MP. Chronic inorganic arsenic exposure induces
hepatic global and individual gene hypomethylation: implications for arsenic hepatocarcinogenesis.
Carcinogenesis 2004;25: 1779 – 86.
18. Chen H, Liu J, Merrick BA, Waalkes MP. Genetic events associated with arsenic-induced malignant
transformation: applications of cDNA microarray technology. Mol Carcinog 2001;30:79 – 87.
19. Chen H, Liu J, Zhao CQ, Diwan BA, Merrick BA, Waalkes MP. Association of c-myc overexpression and
hyperproliferation with arsenite-induced malignant transformation. Toxicol Appl Pharmacol 2001;175:260
– 8.
20. Chou WC, Chen HY, Yu SL, Cheng L, Yang PC, Dang CV. Arsenic suppresses gene expression in
promyelocytic leukemia cells partly through Sp1 oxidation. Blood 2005;106:304 – 10.
21. Dvorakova K, Payne CM, Tome ME, et al. Molecular and cellular characterization of imexon-resistant
RPMI8226/I myeloma cells. Mol Cancer Ther 2002;1:185 – 95.
22. Hamadeh HK, Trouba KJ, Amin RP, Afshari CA, Germolec D. Coordination of altered DNA repair and
damage pathways in arsenite-exposed keratinocytes. Toxicol Sci 2002;69:306 – 16.
23. Hirano S, Cui X, Li S, et al. Difference in uptake and toxicity of trivalent and
pentavalent inorganic arsenic in rat heart microvessel endothelial cells. Arch
Toxicol 2003;77:305 – 12.
24. Kanzawa T, Zhang L, Xiao L, Germano IM, Kondo Y, Kondo S. Arsenic trioxide induces autophagic cell
death in malignant glioma cells by upregulation of mitochondrial cell death protein BNIP3. Oncogene
2005; 24:980 – 91.
25. Liu J, Chen H,Miller DS, et al. Overexpression of glutathione S-transferase II and multidrug resistance
transport proteins is associated with acquired tolerance to inorganic arsenic. Mol Pharmacol 2001;60:302
– 9.
.
Mail ID : mohammedthosif@yahoo.com
24

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Microarray

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  • 9. Synopsis • Abstract • BACKGROUND • Methodology • Result. • Discussion • Limitations 9
  • 10. Abstract Millions of individuals worldwide are chronically exposed to arsenic through their drinking water. Our primary statistical analysis involved identifying differentially expressed genes between participants with and without arsenical skin lesions.In this study, genome- wide gene expression patterns was evaluated using RNA from peripheral blood lymphocytes of individuals. Our findings show that microarray-based gene expression analysis is a powerful method to characterize the molecular profile of arsenic exposure and arsenic- induced diseases. 10
  • 12. Methodology Pilot survey Blood Sample processing RNA extraction Microarray analysis Statistical analysis 12
  • 13. Pilot survey 13 40 individuals 15 individuals with arsenical skin lesions 25 individuals without lesions 20 individuals 5 individuals 2 arrays low arsenic exposure <70 µg/g 3 arrays high arsenic exposure >70 µg/g 6 arrays low arsenic exposure <162 µg/g 14 arrays high arsenic exposure >162 µg/g
  • 14. Blood Sample processing 14 Supernatant plasma was removed and sterile 1x PBS was added up to 15 mL. Mononuclear cells, were transferred to another 15 mL DNase- and RNase-free tube and 1x PBS was added up to 15 mL. PBS removed Trizol buffer was added and stored at -80°C Venous blood 10 mL Vacutainer tube Cooler box DNase- and RNase- free 15 mL tube Centrifuged at 2,400 rpm for 10 mins Centrifuged at 2,700 rpm for 25 mins. Centrifuge Fig : Blood sample processing.
  • 15. RNA extraction 15 -TRIzol samples were incubated at 30°C -chloroform was added . -Samples were shaken vigorously by hand for 15 seconds -incubated at 30°C for 3 minutes. -Centrifuged at 10,000 rpm for 15 minutes. -The aqueous phase containing RNA was removed to RNase-free tube and RLT was added. Then, 500 µL alcohol was added and mixed. RLT preserved samples were incubated at 37ºCfor 10 minutes. Centrifugation at 13,000 rpm for 2 minutes. The filter was discarded and 70% alcohol (600 AL) was added. Sample-filled QIAamp spin column was centrifuged and the filtrate was discarded. RNA was bound to the filter membrane was washed with RW1 buffer, treated with DNase, and washed again with RW1 buffer followed by RPE buffer. RNA was eluted in RNase-free water.
  • 16. Microarray analysis • The Affymetrix genechip standard protocol was followed for microarray analysis. 16Fig : Schematic representation of microarray process. Cells from normal individual ccCells from individuals with arsenical skin lesions
  • 17. Statistical analysis For statistical analyses, genes were filtered by applying two exclusion criteria: 1. genes showing minimal variation across the set of arrays 2. genes with >50% missing data were excluded from statistical analysis. Gene filtering yeilded separate lists of 4,456 genes. Gene Ontology (GO) and pathway comparisons were also conducted based on the lists of 4,456 filtered genes. For each gene in a GO category, a P for differential expression comparing the two conditions of interest was computed. A GO category was considered significantly differentially expressed if either significance level was <0.005. 17
  • 18. Result • The number of differentially expressed genes generated from the significance analysis of microarrays statistic was 468 (467 down-regulated and 1 up-regulated genes in the skin lesion group). • Restricting the study sample to females only resulted in 330 differentially expressed genes (all down-regulated in the skin lesion group). • Further restricting the study sample to female never- smokers resulted in 312 differentially expressed genes (all downregulated in the skin lesion group). • GO analysis, revealed 41 significant GO categories. 18
  • 19. Discussion Gene Effect in arsenic affected individuals Thymopoietin Up-regulated. It is over-expressed in cancer cell lines Superoxide dismutase 2 It act as a tumor suppression gene. down- regulated expression of superoxide dismutase 2 in individuals with skin lesions, which may indicate an increased vulnerability to reactive oxygen species generated by arsenic Tumor necrosis factor (TNF) It is involved in cell proliferation, differentiation, apoptosis, lipid metabolism, and coagulation. Its down regulation lead to deficient wound healing. 19
  • 20. Limitations • Only mRNAs from coding regions of the genome are assessed. Recent study suggest that noncoding regions may also play key roles in carcinogenesis • Only RNA with a polyA tail is amplified and reverse transcribed. A recent study reported that a substantial proportion of transcribed messages in the genome may include RNA without polyA tail and thus may not be detected in the currently available microarray-based gene expression analyses. 20
  • 21. 1. Chowdhury A. Arsenic crisis in Bangladesh. Sci Am 2004;291:86 – 91. 2. British Geological Survey. Groundwater studies for arsenic contamination in Bangladesh— phase 1 findings; 1999 [cited 2005 Apr 14]. Available from: http://www.bgs.ac.uk/arsenic/. 3. IARC. IARC monographs on the evaluation of the carcinogenic risks to humans: arsenic and arsenic compounds (group 1). Lyon: IARC; 1987. 4. Chen CJ, Chen CW, Wu MM, Kuo TL. Cancer potential in liver, lung, bladder and kidney due to ingested inorganic arsenic in drinking water. Br J Cancer 1992;66:888 – 92. 5. Hopenhayn-Rich C, Biggs ML, Fuchs A, et al. Bladder cancer mortality associated with arsenic in drinking water in Argentina. Epidemiology 1996; 7:117 – 24. 6. Hopenhayn-Rich C, Biggs ML, Smith AH. Lung and kidney cancer mortality associated with arsenic in drinking water in Cordoba, Argentina. Int J Epidemiol 1998;27:561 – 9. 7. Smith AH, Goycolea M, Haque R, Biggs ML. Marked increase in bladder and lung cancer mortality in a region of northern Chile due to arsenic in drinking water. Am J Epidemiol 1998;147:660 – 9. 8. Tseng WP. Effects and dose-response relationships of skin cancer and blackfoot disease with arsenic. Environ Health Perspect 1977;19:109 – 19. 9. Brouwer OF, Onkenhout W, Edelbroek PM, de Kom JF, de Wolff FA, Peters AC. Increased neurotoxicity of arsenic in methylenetetrahydrofolate reductase deficiency. Clin Neurol Neurosurg 1992;94:307 – 10. 10. Wu M, Kuo TL, Hwang YH, Chen CJ. Dose-response relation between arsenic concentration in well water and mortality from cancers and vascular diseases. Am J Epidemiol 1989;130:1123 21 References
  • 22. 8. Tseng WP. Effects and dose-response relationships of skin cancer and blackfoot disease with arsenic. Environ Health Perspect 1977;19:109 – 19. 9. Brouwer OF, Onkenhout W, Edelbroek PM, de Kom JF, de Wolff FA, Peters AC. Increased neurotoxicity of arsenic in methylenetetrahydrofolate reductase deficiency. Clin Neurol Neurosurg 1992;94:307 – 10. 10. Wu M, Kuo TL, Hwang YH, Chen CJ. Dose-response relation between arsenic concentration in well water and mortality from cancers and vascular diseases. Am J Epidemiol 1989;130:1123 – 32. 11. Rahman M, Tondel M, Ahmad SA, Axelson O. Diabetes mellitus associated with arsenic exposure in Bangladesh. Am J Epidemiol 1998;148:198 – 203. 12. Rahman M, Tondel M, Ahmad SA, Chowdhury IA, Faruquee MH, Axelson O. Hypertension and arsenic exposure in Bangladesh. Hypertension 1999;33: 74 – 8. 13. National Research Council. Arsenic in drinking water 2001 update. Washington (DC): National Academy Press; 2001. 14. Ahn WS, Bae SM, Lee KH, et al. Comparison of effects of As2O3 and As4O6 on cell growth inhibition and gene expression profiles by cDNA microarray analysis in SiHa cells. Oncol Rep 2004;12:573 – 80. 15. Bae DS, Hanneman WH, Yang RS, Campain JA. Characterization of gene expression changes associated with MNNG, arsenic, or metal mixture treatment in human keratinocytes: application of cDNA microarray technology. Environ Health Perspect 2002;110:931 – 41. 16. Bae DS, Handa RJ, Yang RS, Campain JA. Gene expression patterns as potential molecular biomarkers for malignant transformation in human keratinocytes treated with MNNG, arsenic, or a metal mixture. Toxicol Sci 2003;74:32 – 42. 22
  • 23. 23 17. Chen H, Li S, Liu J, Diwan BA, Barrett JC, Waalkes MP. Chronic inorganic arsenic exposure induces hepatic global and individual gene hypomethylation: implications for arsenic hepatocarcinogenesis. Carcinogenesis 2004;25: 1779 – 86. 18. Chen H, Liu J, Merrick BA, Waalkes MP. Genetic events associated with arsenic-induced malignant transformation: applications of cDNA microarray technology. Mol Carcinog 2001;30:79 – 87. 19. Chen H, Liu J, Zhao CQ, Diwan BA, Merrick BA, Waalkes MP. Association of c-myc overexpression and hyperproliferation with arsenite-induced malignant transformation. Toxicol Appl Pharmacol 2001;175:260 – 8. 20. Chou WC, Chen HY, Yu SL, Cheng L, Yang PC, Dang CV. Arsenic suppresses gene expression in promyelocytic leukemia cells partly through Sp1 oxidation. Blood 2005;106:304 – 10. 21. Dvorakova K, Payne CM, Tome ME, et al. Molecular and cellular characterization of imexon-resistant RPMI8226/I myeloma cells. Mol Cancer Ther 2002;1:185 – 95. 22. Hamadeh HK, Trouba KJ, Amin RP, Afshari CA, Germolec D. Coordination of altered DNA repair and damage pathways in arsenite-exposed keratinocytes. Toxicol Sci 2002;69:306 – 16. 23. Hirano S, Cui X, Li S, et al. Difference in uptake and toxicity of trivalent and pentavalent inorganic arsenic in rat heart microvessel endothelial cells. Arch Toxicol 2003;77:305 – 12. 24. Kanzawa T, Zhang L, Xiao L, Germano IM, Kondo Y, Kondo S. Arsenic trioxide induces autophagic cell death in malignant glioma cells by upregulation of mitochondrial cell death protein BNIP3. Oncogene 2005; 24:980 – 91. 25. Liu J, Chen H,Miller DS, et al. Overexpression of glutathione S-transferase II and multidrug resistance transport proteins is associated with acquired tolerance to inorganic arsenic. Mol Pharmacol 2001;60:302 – 9.
  • 24. . Mail ID : mohammedthosif@yahoo.com 24

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