ºÝºÝߣ

ºÝºÝߣShare a Scribd company logo
Prediction of Gene Signatures in TGFB-induced
Breast Cancer Metastasis by Markov Chain Model
Yang Cong, Shenyi Chen, Stephen T.C. Wong
Department of Systems Medicine and Bioengineering, Houston Methodist Research Institute, 6670 Berter Ave, Houston, TX 77030
Abstract
Introduction
TGFB-EMT pathway
CDH1 transcription factor selection
Expression Signature Prediction
Results
Acknowledgements
•NCI Center for Modeling Cancer Development U54 Ca149196
Metastasis is a major cause of patient death in breast cancer.
Epithelial-mesenchymal transition (EMT) plays the initiation
role in the metastasis cascade. Based on gene profiling data
of 1165 breast cancer patients in TCGA, we built a statistical
Markov Chain model to predict gene signatures of epithelial
and mesenchymal cells. Based on the literature integrated
TGFB-induced EMT pathway, we extracted the regulatory
mechanism among molecules. We used a recursive
algorithm to predict the likelihood of expression signatures
and further mapped the prediction with known epithelial
and mesenchymal expression patterns.
A molecule is regulated by its regulators, and the change of its
expression level only depends on the observed expression of
all its regulators
The loss of the epithelial adhesion molecule E-cadherin
(CDH1) is considered as a fundamental event in EMT and an
early step in cancer metastasis. EMT can be induced by
several growth factors, such as TGFB1, hepatocyte growth
factor, and platelet-derived growth factor PDGF. Also EMT
can be induced by any one of the following transcription
factors alone, such as SNAI1, SNAI2, TWIST1, FOXC1, FOXC2,
ZEB1 and ZEB2.
A central target of these transcription factors listed above is
the repression of E-cadherin gene CDH1. The expression level
of CDH1 plays a key role in the cell phenotype. The inhibition
of CDH1 expression is the starter of EMT process. Epithelial
cells have a high expression level of CDH1, meanwhile
mesenchymal cells have a low expression. Hence, we map the
expression patterns with cell types based on the expression
level of CDH1.
Data Processing

More Related Content

What's hot (20)

SCT60103 - Chemotherapy
SCT60103 - Chemotherapy SCT60103 - Chemotherapy
SCT60103 - Chemotherapy
KaiXuan Lim
Ìý
Gtc presentation
Gtc presentationGtc presentation
Gtc presentation
Yoshini Vijayagopal
Ìý
Level of Tumor Protein Indicates Chances Cancer Will Spread and Structural De...
Level of Tumor Protein Indicates Chances Cancer Will Spread and Structural De...Level of Tumor Protein Indicates Chances Cancer Will Spread and Structural De...
Level of Tumor Protein Indicates Chances Cancer Will Spread and Structural De...
karito04_15
Ìý
Odontogenic ameloblast-associated protein (ODAM) inhibits growth and migratio...
Odontogenic ameloblast-associated protein (ODAM) inhibits growth and migratio...Odontogenic ameloblast-associated protein (ODAM) inhibits growth and migratio...
Odontogenic ameloblast-associated protein (ODAM) inhibits growth and migratio...
Enrique Moreno Gonzalez
Ìý
Vol 87-no2-article-3
Vol 87-no2-article-3Vol 87-no2-article-3
Vol 87-no2-article-3
Rakesh Kumar
Ìý
SCT60103 Group 2 Presentation
SCT60103 Group 2 PresentationSCT60103 Group 2 Presentation
SCT60103 Group 2 Presentation
Jayden On
Ìý
Differentiation of triple-negative breast cancer - BioGenex
Differentiation of triple-negative breast cancer - BioGenexDifferentiation of triple-negative breast cancer - BioGenex
Differentiation of triple-negative breast cancer - BioGenex
Victoria Miller
Ìý
Diploma Thesis - Abstract
Diploma Thesis - AbstractDiploma Thesis - Abstract
Diploma Thesis - Abstract
Antonios-Dionysios Neofotistos
Ìý
Immuotherapy 2
Immuotherapy 2Immuotherapy 2
Immuotherapy 2
drmcbansal
Ìý
stem cell poster final
stem cell poster finalstem cell poster final
stem cell poster final
Khushbu Bhatt
Ìý
Central dogma of genetic information
Central dogma of genetic informationCentral dogma of genetic information
Central dogma of genetic information
Daniel Vanegas
Ìý
Rectal cancer
Rectal cancerRectal cancer
Rectal cancer
Springer
Ìý
Thesis-Final Draft
Thesis-Final DraftThesis-Final Draft
Thesis-Final Draft
Emer Shelly
Ìý
Publication NJEM (2015)
Publication NJEM (2015)Publication NJEM (2015)
Publication NJEM (2015)
Nandita Barnabas Ph.D .
Ìý
Charles Okechukwu-Poster Presentation.
Charles Okechukwu-Poster Presentation.Charles Okechukwu-Poster Presentation.
Charles Okechukwu-Poster Presentation.
Charles Okechukwu
Ìý
Smyd3
Smyd3Smyd3
Smyd3
Greta Brezgyte
Ìý
MasterThesis
MasterThesisMasterThesis
MasterThesis
Elena Busso
Ìý
Immunotherapy in endometrial
Immunotherapy in endometrialImmunotherapy in endometrial
Immunotherapy in endometrial
Ormias Pratama
Ìý
Correlation between circulating and tumour tissue CCL5 and TGFβ1 in breast ca...
Correlation between circulating and tumour tissue CCL5 and TGFβ1 in breast ca...Correlation between circulating and tumour tissue CCL5 and TGFβ1 in breast ca...
Correlation between circulating and tumour tissue CCL5 and TGFβ1 in breast ca...
Marion Hartmann
Ìý
P1-01-17_poster
P1-01-17_posterP1-01-17_poster
P1-01-17_poster
Amanda Chargin
Ìý
SCT60103 - Chemotherapy
SCT60103 - Chemotherapy SCT60103 - Chemotherapy
SCT60103 - Chemotherapy
KaiXuan Lim
Ìý
Level of Tumor Protein Indicates Chances Cancer Will Spread and Structural De...
Level of Tumor Protein Indicates Chances Cancer Will Spread and Structural De...Level of Tumor Protein Indicates Chances Cancer Will Spread and Structural De...
Level of Tumor Protein Indicates Chances Cancer Will Spread and Structural De...
karito04_15
Ìý
Odontogenic ameloblast-associated protein (ODAM) inhibits growth and migratio...
Odontogenic ameloblast-associated protein (ODAM) inhibits growth and migratio...Odontogenic ameloblast-associated protein (ODAM) inhibits growth and migratio...
Odontogenic ameloblast-associated protein (ODAM) inhibits growth and migratio...
Enrique Moreno Gonzalez
Ìý
Vol 87-no2-article-3
Vol 87-no2-article-3Vol 87-no2-article-3
Vol 87-no2-article-3
Rakesh Kumar
Ìý
SCT60103 Group 2 Presentation
SCT60103 Group 2 PresentationSCT60103 Group 2 Presentation
SCT60103 Group 2 Presentation
Jayden On
Ìý
Differentiation of triple-negative breast cancer - BioGenex
Differentiation of triple-negative breast cancer - BioGenexDifferentiation of triple-negative breast cancer - BioGenex
Differentiation of triple-negative breast cancer - BioGenex
Victoria Miller
Ìý
Immuotherapy 2
Immuotherapy 2Immuotherapy 2
Immuotherapy 2
drmcbansal
Ìý
stem cell poster final
stem cell poster finalstem cell poster final
stem cell poster final
Khushbu Bhatt
Ìý
Central dogma of genetic information
Central dogma of genetic informationCentral dogma of genetic information
Central dogma of genetic information
Daniel Vanegas
Ìý
Rectal cancer
Rectal cancerRectal cancer
Rectal cancer
Springer
Ìý
Thesis-Final Draft
Thesis-Final DraftThesis-Final Draft
Thesis-Final Draft
Emer Shelly
Ìý
Charles Okechukwu-Poster Presentation.
Charles Okechukwu-Poster Presentation.Charles Okechukwu-Poster Presentation.
Charles Okechukwu-Poster Presentation.
Charles Okechukwu
Ìý
MasterThesis
MasterThesisMasterThesis
MasterThesis
Elena Busso
Ìý
Immunotherapy in endometrial
Immunotherapy in endometrialImmunotherapy in endometrial
Immunotherapy in endometrial
Ormias Pratama
Ìý
Correlation between circulating and tumour tissue CCL5 and TGFβ1 in breast ca...
Correlation between circulating and tumour tissue CCL5 and TGFβ1 in breast ca...Correlation between circulating and tumour tissue CCL5 and TGFβ1 in breast ca...
Correlation between circulating and tumour tissue CCL5 and TGFβ1 in breast ca...
Marion Hartmann
Ìý

Viewers also liked (11)

Full page photo
Full page photoFull page photo
Full page photo
Yang Cong
Ìý
PREGNANCY ASSOCIATED BREAST CANCER
PREGNANCY ASSOCIATED BREAST CANCERPREGNANCY ASSOCIATED BREAST CANCER
PREGNANCY ASSOCIATED BREAST CANCER
snowhiteheart
Ìý
Bren edge waters
Bren edge watersBren edge waters
Bren edge waters
Bangalore Real
Ìý
CU_zahidullah_original (1) (1) (2) (1) (1)
CU_zahidullah_original (1) (1) (2) (1) (1)CU_zahidullah_original (1) (1) (2) (1) (1)
CU_zahidullah_original (1) (1) (2) (1) (1)
zahid ullah
Ìý
JOCS COMPETÈNCIA ORAL
JOCS COMPETÈNCIA ORALJOCS COMPETÈNCIA ORAL
JOCS COMPETÈNCIA ORAL
Bea Verdeguer Crespo
Ìý
Guia asistencial 2014 samuGuia asistencial 2014 samu
Guia asistencial 2014 samu
Manuel Palza Valdez
Ìý
¹ó³Ü²Ô»å²¹³¦¾±Ã³²Ô¹ó³Ü²Ô»å²¹³¦¾±Ã³²Ô
¹ó³Ü²Ô»å²¹³¦¾±Ã³²Ô
biblioflavia
Ìý
INVESTIGATIONS AND THE TRIAL PROCEDURE IN UGANDA 2
INVESTIGATIONS AND THE TRIAL PROCEDURE IN UGANDA 2INVESTIGATIONS AND THE TRIAL PROCEDURE IN UGANDA 2
INVESTIGATIONS AND THE TRIAL PROCEDURE IN UGANDA 2
Kakuru Joel
Ìý
SHARE: Metastatic Breast Cancer: Cutting-Edge Research from National Cancer w...
SHARE: Metastatic Breast Cancer: Cutting-Edge Research from National Cancer w...SHARE: Metastatic Breast Cancer: Cutting-Edge Research from National Cancer w...
SHARE: Metastatic Breast Cancer: Cutting-Edge Research from National Cancer w...
bkling
Ìý
penjelasan tentang perangkat lunak
penjelasan tentang perangkat lunakpenjelasan tentang perangkat lunak
penjelasan tentang perangkat lunak
Julmianti
Ìý
Integral tak tentu dan tertentu i
Integral tak tentu dan tertentu iIntegral tak tentu dan tertentu i
Integral tak tentu dan tertentu i
rafsanjanistrong
Ìý
Full page photo
Full page photoFull page photo
Full page photo
Yang Cong
Ìý
PREGNANCY ASSOCIATED BREAST CANCER
PREGNANCY ASSOCIATED BREAST CANCERPREGNANCY ASSOCIATED BREAST CANCER
PREGNANCY ASSOCIATED BREAST CANCER
snowhiteheart
Ìý
Bren edge waters
Bren edge watersBren edge waters
Bren edge waters
Bangalore Real
Ìý
CU_zahidullah_original (1) (1) (2) (1) (1)
CU_zahidullah_original (1) (1) (2) (1) (1)CU_zahidullah_original (1) (1) (2) (1) (1)
CU_zahidullah_original (1) (1) (2) (1) (1)
zahid ullah
Ìý
Guia asistencial 2014 samuGuia asistencial 2014 samu
Guia asistencial 2014 samu
Manuel Palza Valdez
Ìý
¹ó³Ü²Ô»å²¹³¦¾±Ã³²Ô¹ó³Ü²Ô»å²¹³¦¾±Ã³²Ô
¹ó³Ü²Ô»å²¹³¦¾±Ã³²Ô
biblioflavia
Ìý
INVESTIGATIONS AND THE TRIAL PROCEDURE IN UGANDA 2
INVESTIGATIONS AND THE TRIAL PROCEDURE IN UGANDA 2INVESTIGATIONS AND THE TRIAL PROCEDURE IN UGANDA 2
INVESTIGATIONS AND THE TRIAL PROCEDURE IN UGANDA 2
Kakuru Joel
Ìý
SHARE: Metastatic Breast Cancer: Cutting-Edge Research from National Cancer w...
SHARE: Metastatic Breast Cancer: Cutting-Edge Research from National Cancer w...SHARE: Metastatic Breast Cancer: Cutting-Edge Research from National Cancer w...
SHARE: Metastatic Breast Cancer: Cutting-Edge Research from National Cancer w...
bkling
Ìý
penjelasan tentang perangkat lunak
penjelasan tentang perangkat lunakpenjelasan tentang perangkat lunak
penjelasan tentang perangkat lunak
Julmianti
Ìý
Integral tak tentu dan tertentu i
Integral tak tentu dan tertentu iIntegral tak tentu dan tertentu i
Integral tak tentu dan tertentu i
rafsanjanistrong
Ìý

Similar to Yang Poster 2015 (20)

Hallmarks of cancer and radiopharmaceuticals
Hallmarks of cancer and radiopharmaceuticalsHallmarks of cancer and radiopharmaceuticals
Hallmarks of cancer and radiopharmaceuticals
Alice Viana
Ìý
hallmarks of cancer, recent and emerging characteristics
hallmarks of cancer, recent and emerging characteristicshallmarks of cancer, recent and emerging characteristics
hallmarks of cancer, recent and emerging characteristics
gfssanchez2
Ìý
Poster_Template_Horizontal_Red
Poster_Template_Horizontal_RedPoster_Template_Horizontal_Red
Poster_Template_Horizontal_Red
Alexander Seutin
Ìý
²Ô³¦´Ç³¾³¾²õ8821-ìµµÓ¢…본
²Ô³¦´Ç³¾³¾²õ8821-ìµµÓ¢…본²Ô³¦´Ç³¾³¾²õ8821-ìµµÓ¢…본
²Ô³¦´Ç³¾³¾²õ8821-ìµµÓ¢…본
Ryan Cho
Ìý
Proteomics Exploration of Chronic Lymphocytic Leukemia_Crimson Publishers
Proteomics Exploration of Chronic Lymphocytic Leukemia_Crimson PublishersProteomics Exploration of Chronic Lymphocytic Leukemia_Crimson Publishers
Proteomics Exploration of Chronic Lymphocytic Leukemia_Crimson Publishers
CrimsonpublishersCancer
Ìý
Natalia Cucu Simp 09
Natalia Cucu Simp 09Natalia Cucu Simp 09
Natalia Cucu Simp 09
Mihaiela Fazacas
Ìý
Tumor suppressor
Tumor suppressorTumor suppressor
Tumor suppressor
fatmafars
Ìý
Silencing c-Myc translation as a therapeutic strategy through targeting PI3Kd...
Silencing c-Myc translation as a therapeutic strategy through targeting PI3Kd...Silencing c-Myc translation as a therapeutic strategy through targeting PI3Kd...
Silencing c-Myc translation as a therapeutic strategy through targeting PI3Kd...
Mark Lipstein
Ìý
Seminario biomol
Seminario biomolSeminario biomol
Seminario biomol
ManuelaGaleano3
Ìý
JCI0936541
JCI0936541JCI0936541
JCI0936541
Polina Goichberg
Ìý
Tumor Immunology
Tumor ImmunologyTumor Immunology
Tumor Immunology
ABED ALRAHMAN DAKKAK
Ìý
Emt and ecm 2013
Emt and ecm 2013Emt and ecm 2013
Emt and ecm 2013
Elsa von Licy
Ìý
Cancer epigenetics
Cancer epigeneticsCancer epigenetics
Cancer epigenetics
Arad Boustan
Ìý
Genetics of childhood solid tumors
Genetics of childhood solid tumorsGenetics of childhood solid tumors
Genetics of childhood solid tumors
BSMMU
Ìý
Therapeutic strategies that target the cellular transformation process for ca...
Therapeutic strategies that target the cellular transformation process for ca...Therapeutic strategies that target the cellular transformation process for ca...
Therapeutic strategies that target the cellular transformation process for ca...
JiaYiiChong
Ìý
STaRS Poster Final
STaRS Poster FinalSTaRS Poster Final
STaRS Poster Final
Leandro Fernandez
Ìý
Duzkale_2011_CLL biomarker LDOC1
Duzkale_2011_CLL biomarker LDOC1Duzkale_2011_CLL biomarker LDOC1
Duzkale_2011_CLL biomarker LDOC1
Hatice Duzkale, MD, MPH, PhD, FACMG
Ìý
Project proposal from venkatesh (bt)
Project proposal from venkatesh (bt)Project proposal from venkatesh (bt)
Project proposal from venkatesh (bt)
venkatesh naik
Ìý
Molecular target therapy_in_colorectal_cancer[1]
Molecular target therapy_in_colorectal_cancer[1]Molecular target therapy_in_colorectal_cancer[1]
Molecular target therapy_in_colorectal_cancer[1]
HebatAllah Bakri
Ìý
Genetic Markers in AML
Genetic Markers in AMLGenetic Markers in AML
Genetic Markers in AML
Ferdie Fatiga
Ìý
Hallmarks of cancer and radiopharmaceuticals
Hallmarks of cancer and radiopharmaceuticalsHallmarks of cancer and radiopharmaceuticals
Hallmarks of cancer and radiopharmaceuticals
Alice Viana
Ìý
hallmarks of cancer, recent and emerging characteristics
hallmarks of cancer, recent and emerging characteristicshallmarks of cancer, recent and emerging characteristics
hallmarks of cancer, recent and emerging characteristics
gfssanchez2
Ìý
Poster_Template_Horizontal_Red
Poster_Template_Horizontal_RedPoster_Template_Horizontal_Red
Poster_Template_Horizontal_Red
Alexander Seutin
Ìý
²Ô³¦´Ç³¾³¾²õ8821-ìµµÓ¢…본
²Ô³¦´Ç³¾³¾²õ8821-ìµµÓ¢…본²Ô³¦´Ç³¾³¾²õ8821-ìµµÓ¢…본
²Ô³¦´Ç³¾³¾²õ8821-ìµµÓ¢…본
Ryan Cho
Ìý
Proteomics Exploration of Chronic Lymphocytic Leukemia_Crimson Publishers
Proteomics Exploration of Chronic Lymphocytic Leukemia_Crimson PublishersProteomics Exploration of Chronic Lymphocytic Leukemia_Crimson Publishers
Proteomics Exploration of Chronic Lymphocytic Leukemia_Crimson Publishers
CrimsonpublishersCancer
Ìý
Natalia Cucu Simp 09
Natalia Cucu Simp 09Natalia Cucu Simp 09
Natalia Cucu Simp 09
Mihaiela Fazacas
Ìý
Tumor suppressor
Tumor suppressorTumor suppressor
Tumor suppressor
fatmafars
Ìý
Silencing c-Myc translation as a therapeutic strategy through targeting PI3Kd...
Silencing c-Myc translation as a therapeutic strategy through targeting PI3Kd...Silencing c-Myc translation as a therapeutic strategy through targeting PI3Kd...
Silencing c-Myc translation as a therapeutic strategy through targeting PI3Kd...
Mark Lipstein
Ìý
Emt and ecm 2013
Emt and ecm 2013Emt and ecm 2013
Emt and ecm 2013
Elsa von Licy
Ìý
Cancer epigenetics
Cancer epigeneticsCancer epigenetics
Cancer epigenetics
Arad Boustan
Ìý
Genetics of childhood solid tumors
Genetics of childhood solid tumorsGenetics of childhood solid tumors
Genetics of childhood solid tumors
BSMMU
Ìý
Therapeutic strategies that target the cellular transformation process for ca...
Therapeutic strategies that target the cellular transformation process for ca...Therapeutic strategies that target the cellular transformation process for ca...
Therapeutic strategies that target the cellular transformation process for ca...
JiaYiiChong
Ìý
Project proposal from venkatesh (bt)
Project proposal from venkatesh (bt)Project proposal from venkatesh (bt)
Project proposal from venkatesh (bt)
venkatesh naik
Ìý
Molecular target therapy_in_colorectal_cancer[1]
Molecular target therapy_in_colorectal_cancer[1]Molecular target therapy_in_colorectal_cancer[1]
Molecular target therapy_in_colorectal_cancer[1]
HebatAllah Bakri
Ìý
Genetic Markers in AML
Genetic Markers in AMLGenetic Markers in AML
Genetic Markers in AML
Ferdie Fatiga
Ìý

Yang Poster 2015

  • 1. Prediction of Gene Signatures in TGFB-induced Breast Cancer Metastasis by Markov Chain Model Yang Cong, Shenyi Chen, Stephen T.C. Wong Department of Systems Medicine and Bioengineering, Houston Methodist Research Institute, 6670 Berter Ave, Houston, TX 77030 Abstract Introduction TGFB-EMT pathway CDH1 transcription factor selection Expression Signature Prediction Results Acknowledgements •NCI Center for Modeling Cancer Development U54 Ca149196 Metastasis is a major cause of patient death in breast cancer. Epithelial-mesenchymal transition (EMT) plays the initiation role in the metastasis cascade. Based on gene profiling data of 1165 breast cancer patients in TCGA, we built a statistical Markov Chain model to predict gene signatures of epithelial and mesenchymal cells. Based on the literature integrated TGFB-induced EMT pathway, we extracted the regulatory mechanism among molecules. We used a recursive algorithm to predict the likelihood of expression signatures and further mapped the prediction with known epithelial and mesenchymal expression patterns. A molecule is regulated by its regulators, and the change of its expression level only depends on the observed expression of all its regulators The loss of the epithelial adhesion molecule E-cadherin (CDH1) is considered as a fundamental event in EMT and an early step in cancer metastasis. EMT can be induced by several growth factors, such as TGFB1, hepatocyte growth factor, and platelet-derived growth factor PDGF. Also EMT can be induced by any one of the following transcription factors alone, such as SNAI1, SNAI2, TWIST1, FOXC1, FOXC2, ZEB1 and ZEB2. A central target of these transcription factors listed above is the repression of E-cadherin gene CDH1. The expression level of CDH1 plays a key role in the cell phenotype. The inhibition of CDH1 expression is the starter of EMT process. Epithelial cells have a high expression level of CDH1, meanwhile mesenchymal cells have a low expression. Hence, we map the expression patterns with cell types based on the expression level of CDH1. Data Processing