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Differential Gene Expression in
Breast Cancer
Shih Yin Chen
Michael Totagrande
Meriam Vejiga
Breast Cancer
Hypothesis
Are immuno-genes
differentially
expressed in Breast
Cancer patients?
Our Hypothesis
1. Mounting evidence associating viral infection
with some forms of breast cancer
2. Immunogenes alter expression upon viral
infection
3. Estrogen Receptor (ER) expression is one of the
key attributes for BRCA classification
a. ER status (+/-) has clinical significance
Some immuno-genes may
be differentially expressed
between ER+ and ER-
patients.
The Database
The Cancer
Genome Atlas
(TCGA)
National Institutes of Health
Repository of genomic and phenotypic data
for thousands of studies
TCGA-BRCA: Breast Cancer data
1,096 genotyped individuals
RNA-seq, mRNA, miRNA reads for ≈14,000
genes
Online portal very difficult to access and
utilize data
‘R’ packages - RTCGAToolbox, TCGAbiolinks,
RTCGA…
Script procedures to query, download, and analyze,
visualize data
Obtaining Data
Firehose
● “RNAseq pipeline”
● Quantile normalize and
log2 transform
TCGA Harmonized
● “Data generation &
harmonization
pipeline”
● GDC Portal Data
aligned to latest human
genome build
(GRCh38)
TCGA Legacy
● No preprocessing
● Raw data
Sample of the Data
113
patients
21 ER-
79 ER+
13 Other
Procedure
1. Download*
a. RTCGAToolbox or TCGABiolinks
2. Process
a. Split ER+/- patients, Split tumor/non-tumor
tissue per patient
3. Analyze
a. Differential Expression Analysis (DEA)
4. Visualize
a. Tables and Volcano Plots
ER+ ER-
tumor
non-tumor
tumor
non-tumor
tumor
non-tumor
DEA
Results
IL6 is an inflammatory cytokine that responds to various viruses (HCMV, EBV, and HPV).
Assuming HCMV, EBV, or HPV are involved in breast cancer, there would be higher
expression of IL6 in tumor cells
IL6 and IL6ST are overexpressed in breast cancer. Experimental evidence shows that down-
regulation of expression of IL6 and its receptor results in growth inhibition of MCF-7 breast
cancer cells.
IL8 is a primary cytokine responding to respiratory syncytial virus (RSV) infection. If RSV plays
a role in breast cancer, IL8 expression should increase in tumor tissue.
MUC1 encodes a mucin glycoprotein(s) which is basally expressed in most epithelial cells. In
breast adenocarcinoma and a variety of epithelial tumors its transcription is dramatically
upregulated
Hypothesis support
Volcano Plots
Gene LogFC LogFC.ER- LogFC.ER+ FDR.ER- FDR.ER+ Tumor.ER- Normal.ER- Tumor.ER+ Normal.ER+ LogFC.diff
NR0B1 0.338 -2.043 -0.025 5.57E-03 9.85E-01 2.52E+00 1.06E+01 1.75E+01 1.40E+01 2.018
ESR1 1.502 -0.152 1.526 8.91E-01 1.32E-13 6.80E+03 9.59E+03 3.62E+04 9.33E+03 1.678
MUC1 2.415 1.306 2.647 1.38E-02 2.17E-32 1.92E+04 7.53E+03 4.56E+04 5.63E+03 1.341
IL12B 1.159 2.293 4.85E-02 1.47E-11 1.18E+01 6.33E+00 1.69E+01 2.71E+00 1.134
FOS -2.659 -3.571 -2.48 1.59E-15 9.39E-29 6.85E+03 8.19E+04 1.79E+04 7.58E+04 1.091
IL17RD -1.739 -0.942 -1.978 3.92E-02 3.31E-30 2.42E+03 5.38E+03 1.82E+03 5.44E+03 -1.036
IL13 -0.965 -2.391 1.97E-01 1.43E-10 2.24E+00 5.43E+00 9.62E-01 4.51E+00 -1.426
IL17B -3.522 -2.45 -3.885 1.45E-03 4.08E-34 2.06E+01 1.77E+02 1.45E+01 1.63E+02 -1.435
MYC -1.095 0.076 -1.569 9.36E-01 1.81E-21 9.29E+03 1.10E+04 4.81E+03 1.17E+04 -1.645
IL1RL2 -1.081 0.224 -1.624 7.41E-01 9.23E-12 1.01E+02 9.81E+01 4.20E+01 1.04E+02 -1.848
IL1F9 3.429 1.063 1.45E-03 9.62E-02 1.92E+01 9.05E-01 3.00E+00 1.23E+00 -2.366
IL1F5 4.483 1.308 3.78E-04 1.08E-02 4.69E+01 1.10E+00 5.53E+00 1.68E+00 -3.175
IL12RB2 1.372 3.541 -0.046 1.54E-09 9.29E-01 8.41E+02 9.15E+01 9.41E+01 7.62E+01 -3.587
IL6 -2.883 -2.409 -3.082 2.36E-04 1.50E-22 2.67E+02 1.43E+03 1.60E+02 1.01E+03 -0.673
MUC1 (CD227/MCKD/EMA)
Polymorphic epithelial mucin
Cell surface glycoprotein with
expression in multiple organs
Heterodimer:
a subunit - cell
adhesion
b subunit - cell
signaling
MUC1 1.306 2.647
IL12RB2
Interleukin 12, subunit beta 2
Overexpression associated with
Crohn’s Disease and Leprosy
Inflammatory response
High expression in placenta
IL12RB2 3.541 -0.046
IL1F5 (IL36RN)
Inhibits NF-kB production
NF-kB promotes
protein expression
IL1F5 are associated with the
severe episodic inflammatory
skin disease known as
generalized pustular psoriasis
IL1F5 4.483 1.308
Summary
IL6 shows lower expression from our results, which is opposite from the hypothesis
IL8 expression does increase from the result, which matches our hypothesis
MUC1 is upregalated in tumor tissues, but especially in ER+ tumor tissues
ESR1 expressions match with the status of ER+ and ER-
IL12RB2 and IL1F5 have large differences in LogFC between ER+ and ER-

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Differential gene expression in brest cancer

  • 1. Differential Gene Expression in Breast Cancer Shih Yin Chen Michael Totagrande Meriam Vejiga
  • 3.
  • 4.
  • 7. Our Hypothesis 1. Mounting evidence associating viral infection with some forms of breast cancer 2. Immunogenes alter expression upon viral infection 3. Estrogen Receptor (ER) expression is one of the key attributes for BRCA classification a. ER status (+/-) has clinical significance
  • 8. Some immuno-genes may be differentially expressed between ER+ and ER- patients.
  • 10. The Cancer Genome Atlas (TCGA) National Institutes of Health Repository of genomic and phenotypic data for thousands of studies TCGA-BRCA: Breast Cancer data 1,096 genotyped individuals RNA-seq, mRNA, miRNA reads for ≈14,000 genes Online portal very difficult to access and utilize data ‘R’ packages - RTCGAToolbox, TCGAbiolinks, RTCGA… Script procedures to query, download, and analyze, visualize data
  • 11. Obtaining Data Firehose ● “RNAseq pipeline” ● Quantile normalize and log2 transform TCGA Harmonized ● “Data generation & harmonization pipeline” ● GDC Portal Data aligned to latest human genome build (GRCh38) TCGA Legacy ● No preprocessing ● Raw data
  • 12. Sample of the Data 113 patients 21 ER- 79 ER+ 13 Other
  • 13. Procedure 1. Download* a. RTCGAToolbox or TCGABiolinks 2. Process a. Split ER+/- patients, Split tumor/non-tumor tissue per patient 3. Analyze a. Differential Expression Analysis (DEA) 4. Visualize a. Tables and Volcano Plots ER+ ER- tumor non-tumor tumor non-tumor tumor non-tumor DEA
  • 15. IL6 is an inflammatory cytokine that responds to various viruses (HCMV, EBV, and HPV). Assuming HCMV, EBV, or HPV are involved in breast cancer, there would be higher expression of IL6 in tumor cells IL6 and IL6ST are overexpressed in breast cancer. Experimental evidence shows that down- regulation of expression of IL6 and its receptor results in growth inhibition of MCF-7 breast cancer cells. IL8 is a primary cytokine responding to respiratory syncytial virus (RSV) infection. If RSV plays a role in breast cancer, IL8 expression should increase in tumor tissue. MUC1 encodes a mucin glycoprotein(s) which is basally expressed in most epithelial cells. In breast adenocarcinoma and a variety of epithelial tumors its transcription is dramatically upregulated Hypothesis support
  • 17. Gene LogFC LogFC.ER- LogFC.ER+ FDR.ER- FDR.ER+ Tumor.ER- Normal.ER- Tumor.ER+ Normal.ER+ LogFC.diff NR0B1 0.338 -2.043 -0.025 5.57E-03 9.85E-01 2.52E+00 1.06E+01 1.75E+01 1.40E+01 2.018 ESR1 1.502 -0.152 1.526 8.91E-01 1.32E-13 6.80E+03 9.59E+03 3.62E+04 9.33E+03 1.678 MUC1 2.415 1.306 2.647 1.38E-02 2.17E-32 1.92E+04 7.53E+03 4.56E+04 5.63E+03 1.341 IL12B 1.159 2.293 4.85E-02 1.47E-11 1.18E+01 6.33E+00 1.69E+01 2.71E+00 1.134 FOS -2.659 -3.571 -2.48 1.59E-15 9.39E-29 6.85E+03 8.19E+04 1.79E+04 7.58E+04 1.091 IL17RD -1.739 -0.942 -1.978 3.92E-02 3.31E-30 2.42E+03 5.38E+03 1.82E+03 5.44E+03 -1.036 IL13 -0.965 -2.391 1.97E-01 1.43E-10 2.24E+00 5.43E+00 9.62E-01 4.51E+00 -1.426 IL17B -3.522 -2.45 -3.885 1.45E-03 4.08E-34 2.06E+01 1.77E+02 1.45E+01 1.63E+02 -1.435 MYC -1.095 0.076 -1.569 9.36E-01 1.81E-21 9.29E+03 1.10E+04 4.81E+03 1.17E+04 -1.645 IL1RL2 -1.081 0.224 -1.624 7.41E-01 9.23E-12 1.01E+02 9.81E+01 4.20E+01 1.04E+02 -1.848 IL1F9 3.429 1.063 1.45E-03 9.62E-02 1.92E+01 9.05E-01 3.00E+00 1.23E+00 -2.366 IL1F5 4.483 1.308 3.78E-04 1.08E-02 4.69E+01 1.10E+00 5.53E+00 1.68E+00 -3.175 IL12RB2 1.372 3.541 -0.046 1.54E-09 9.29E-01 8.41E+02 9.15E+01 9.41E+01 7.62E+01 -3.587 IL6 -2.883 -2.409 -3.082 2.36E-04 1.50E-22 2.67E+02 1.43E+03 1.60E+02 1.01E+03 -0.673
  • 18. MUC1 (CD227/MCKD/EMA) Polymorphic epithelial mucin Cell surface glycoprotein with expression in multiple organs Heterodimer: a subunit - cell adhesion b subunit - cell signaling MUC1 1.306 2.647
  • 19. IL12RB2 Interleukin 12, subunit beta 2 Overexpression associated with Crohn’s Disease and Leprosy Inflammatory response High expression in placenta IL12RB2 3.541 -0.046
  • 20. IL1F5 (IL36RN) Inhibits NF-kB production NF-kB promotes protein expression IL1F5 are associated with the severe episodic inflammatory skin disease known as generalized pustular psoriasis IL1F5 4.483 1.308
  • 21. Summary IL6 shows lower expression from our results, which is opposite from the hypothesis IL8 expression does increase from the result, which matches our hypothesis MUC1 is upregalated in tumor tissues, but especially in ER+ tumor tissues ESR1 expressions match with the status of ER+ and ER- IL12RB2 and IL1F5 have large differences in LogFC between ER+ and ER-