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Understanding the Development and Progression of Disease. Michael N. Liebman, PhD Chief Scientific Officer Windber Research Institute

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Page 1: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Understanding the Development and

Progression of Disease.

Michael N. Liebman, PhDChief Scientific Officer

Windber Research Institute

Page 2: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Overview

Clinical Breast Care Project (CBCP) Windber Research Institute Data, Information and KnowledgeSystems BiologyDefining Translational ResearchUnderstanding the Question(s)

Page 3: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Clinical Breast Care ProjectCreation of CBCP reference database– 10,000 breast disease patients/year

• Ethnic diversity; “transient• Equal access to health care for breast disease• All acquired under SINGLE PROTOCOL• All reviewed by a SINGLE PATHOLOGIST

– Tissue, serum, lymph nodes (>14,000 samples)– patient data (500+data fields) – mammograms, 4d-ultrasound, PET/CT, 3T MRI– complementary genomics and proteomics, IHC– Breast cancer vaccine program (her2/neu)

Page 4: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Windber Research Institute

Founded in 2001, 501( c) (3) corporationGenomic, proteomic and informatics collaboration with WRAMC45 scientists (8 biomedical informaticians)36,000 sq ft facility under constructionFocus on Women’s Health, Cardiovascular Disease, Processes of Aging

Page 5: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

WRI’s Mission

WRI intends to be a catalyst in the creationof the “next-generation” of medicine,integrating basic and clinical research with an emphasis on improving patientcare and the quality of life for the patient and their family.

Page 6: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Gap

INFORMATION

KNOWLEDGEGAP

GAP

GAP

TIME

AM

OU

NT

DATA

CLINICAL UTILITY

KNOWLEDGE

Page 7: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Systems Biology(Personalized Medicine)

Genomics Proteomics CGHMetab-olomics

Patient

Physiology

-omics

Page 8: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Bottom Up Approach

Genomics Proteomics CGHMetab-olomics

Patient

Physiology

????

Page 9: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Top Down Approach(Personalized Disease)

Genomics Proteomics CGHMetab-olomics

Patient

Physiology

Page 10: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Translational Medicine

ClinicalPractice

“Bedside”

TrainingJob Function“Language”

CultureResponsibilitiesBasic

Research“Bench”

Page 11: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

“Discovery consists in seeing whatEveryone else has seen and thinkingWhat no one else has thought”

A. Szent-Gyorgi

Page 12: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

1. Modeling Disease

Disease as a State vs Disease as a ProcessBias of PerspectiveTemporal Perspective

Page 13: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Modeling Disease

Lifestyle + Environment = F(t)

Disease(s){ }Risk(s){ }

| Genotype | Phenotype |

(SNP’s, Expression Data) (Clinical History and Data)

Page 14: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

UMLS Semantic Network

??

Page 15: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Disease Etiology

Genetic Lifestyle Breast Survival Risk Factors Cancer (Chronic Disease)

DIAGNOSIS

Page 16: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Pathway of Disease

TreatmentOptions

QualityOf Life

GeneticRisk

EarlyDetection

Patient Stratification

DiseaseStaging

Outcomes

Natural History of Disease Treatment History

Biomarkers

Environment+ Lifestyle

Page 17: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Phenotype| Genotype | |

PhenotypeTIME

Childhood Diseases

Diabetes

Cardiovascular Disease

Smoking

Overweight

2nd Hand Smoke

Menarche

Breast Cancer(Age 48)Natural History ?

Page 18: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Longitudinal Interactionsin Breast Cancer

Identify Environmental FactorsQuantify Exposure– When ?– How Long ?– How Much ?

Extract Dosing ModelCompare with Stages of Biological Development

Page 19: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Lifestyle Factors

5 10 15 20 25 30 35 40 45 50 55 60 65 70 75 80 85 90 95

AGE

Alcohol

5 10 15 20 25 30 35 40 45 50 55 60 65 70 75 80 85 90 95

AGE

Smoking

5 10 15 20 25 30 35 40 45 50 55 60 65 70 75 80 85 90 95

AGE

Obesity

Page 20: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

2. Genetics and Disease

Genetic Pre-Disposition– < 10 % of all breast cancers– Not all BRCA1 and BRCA2 mutations

result in breast cancer- Modifier genes?- Lifestyle or environmental factors?- Pedigree Analysis

Page 21: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Pedigree (modified)Ti

me Polio Vaccine

Menopause

Influenza

MeaslesInfluenza

1940

1950

1960

1970

Prostate Cancer

1980

1990

2000

PSA

DES

Influenza Pandemic 1918

Page 22: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

3. Aging and Disease

Processes of Aging vs Disease ProcessesOngoing Breast DevelopmentSame Disease : Different Host?Text Data-mining Approaches

Page 23: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Disease vs Aging

Menopause

HormoneReplacement Heart Disease

Breast Cancer

Ovarian Cancer

Osteoporosis

Alzheimer’s

<50 years>

Menarche

Child-bearing

Peri-menopause

{ {Aging Disease

Quality of Life

Page 24: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Breast Development

Menarche

Child-bearingPeri-menopause

CumulativeDevelopment

Lactation

Menopause

Page 25: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Ontology: Breast DevelopmentParous

Terminal Buds

Buds Lobes Ducts

Neo- Menarche Pregnancy Lactation Peri Menop Postnatal menop Menop

Buds Lobes

Puberty

Terminal BudsHuman Mouse?

NulliParous

Page 26: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

SPSS – LexiMine and Clementine

Page 27: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Puberty: •Two hormones – estrogen and progesterone signal the

development of the glandular breast tissue.•In female estrogen acts on mesenchymal cells to stimulate further

development.•The gland increases in size due to deposition of interlobular fat.•The ducts extend and branch into the expanding stroma.•The epithelial cell proliferation and basement membrane

remodeling is controlled by interactions between theepithelium and the intra-lobular hormone sensitive zone offibroblasts.

•The smallest ducts, the intra-lobular ducts, end in the epithelial budswhich are the prospective secretory alveoli.

•Breast ducts begin to grow and this growth continues until menstruation begins.

Production of: Stroma, mesenchymal cells, epithelial cells

Page 28: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Reality of DiseaseDNA RNA Amino Acids

Genes

Tissues Cells OrganellesProcesses: Tissue generation; Inflammation….

Pathways

Gen

e O

ntol

ogy Enzymes Substrates Co-Factors

Proteins

Physiological Development

Dis

ease

Prog

ress

ion

(tim

e)

Physiological Systems

(time)

Page 29: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

4. Stratifying Disease

Tumor StagingT,M,N tumor scoringAnalysis of Outcomes

Page 30: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Cancer Progression

localized regional metastatic

0 I IIA IIB IIIA IIIB IV

Page 31: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Tumor Progression

0I

IIA

IIB

IIIA

IIIB

IV

Page 32: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Tumor StagingStage 0(Tis, N0, M0)

Stage IIA(T0, N1, M0 ); (T1,* N1,** M0); (T2, N0, M0) [*T1 includes T1mic ][**The prognosis of patients with pN1a disease is similar to that of patients with pN0 disease] Stage IIB(T2, N1, M0) ; (T3, N0, M0)Stage IIIA

(T0, N2, M0); (T1,* N2, M0); (T2, N2, M0); (T3, N1, M0); (T3, N2, M0)[*T1 includes T1mic ]

Stage IIIB(T4, Any N, M0) ; (Any T, N3, M0)Stage IV(Any T, Any N, M1)

Stage I(T1,* N0, M0) ; [*T1 includes T1mic]

Stage IIIC(Any T, N3, Any M)

10/10/02

Page 33: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

(T, M, N) Information Content

T

M

IIa

GOOD

POOR

N

Page 34: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year
Page 35: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Data Integration

Data Warehouse Model– Teradata Oracle

Cimarron’s Scierra LIMS– Amersham LWS

Creation of CLWS

Page 36: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

A Patient is:

Patient

Family History…… NurseGenomics…………. Genetic Couns.Demographics…….EpidemiologistEnvironment………Envir. ScientistLifestyle……………Social ScientistClinical History….. PhysicianTherapeutic History.. PharmacistTissue Samples……PathologistCost of Treatment…InsurerQuality of Life…….Patient……….

A Patient is a Mother, Sister, Wife, Daughter…..

Page 37: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Modular Data ModelTissue/sample repository (T/S)Outcomes (O)Genomics (G)Biomarkers (B)Co-morbidities (C)Proteomics (Pr)

Swappable based on Disease

Socio-demographics(SD)Reproductive History(RH)Family History (FH)Lifestyle/exposures (LE)Clinical history (CH)Pathology report (P)

Page 38: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

Conclusions

Personalized Disease will improve Patient Care, Today; Personalized Medicine, TomorrowDisease is a Process, not a StateTranslational Medicine must be both:– Bedside-to-bench, and– Bench-to-bedside

The processes of aging are critical:– For accurate diagnosis of the patient– For converting breast cancer to a chronic disease

Page 39: Understanding the Development and Progression of Disease. of Genomics i… · Clinical Breast Care Project Creation of CBCP reference database – 10,000 breast disease patients/year

AcknowledgementsWindber Research InstituteJoyce Murtha Breast Care CenterWalter Reed Army Medical CenterImmunology Research CenterMalcolm Grow Medical CenterLandstuhl Medical CenterHenry Jackson FoundationUSUHSMRMC-TATRCMilitary Cancer Institute

Patients, Personnel and Family!