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Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample...

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Cohort Research in the US NCI Daehee Kang Molecular & Genomic Epidemiology Laboratory (MGEL) Seoul National University
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Page 1: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

Cohort Research in the US NCI

Daehee Kang

Molecular & Genomic Epidemiology Laboratory (MGEL)

Seoul National University

Page 2: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

Genesmutation

polymorphismsEnvironment

Diseases

Gene EnvironmentalInteraction

Etiology of Diseases

multi-factorial and complex, involving several interrelated biochemical pathways under

the influence of multiple genes and environmental exposures.

Page 3: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

0

0.5

1

1.5

2

1995 1996 1997 1998 1999 2000 2001

Rate Ratio

Source : Korean Central Cancer Registry, 2003

Standardized Cancer Incidence Ratioamong Females in Korea

Breast 166%

Colorectum 147%

Lung 135%

Liver 132%

Stomach 111%

Cervix 86%

(98% with CIS)

Page 4: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

GENOMIC COHORT STUDY DESIGN

Exposure Disease

Exposure &

Genome /

Gene-environment

Molecularly defined

disease

Plasma protein profile

Rx / Molecularly

defined disease

Early detection of

molecularly defined

disease

Outcome

Genome /

Gene-environment Disease

Page 5: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

Genomic cohort 연구의 5 critical

components

• Goal and objectives:

– Rationale, uniqueness, competitiveness

• Recruitment

– Study design: efficiency (cost-benefit), feasibility

• Baseline & repeated survey

• Biospecimen collection

• Follow-up and case ascertainment

Page 6: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

Cohort Studies in the US NCI

• OEEB (Occupation and Environment)– The Prostate, Lung, Colorectal and Ovarian Cancer Screening Trial (PLCO)

– The Agricultural Health Study (AHS)

– Shanghai Women's Health Study (SWHS)

– Formaldehyde exposed workers

• REB (Radiation)– The U.S. Radiologic Technologists Health Study (USRT)

• NEB (Nutrition)– ATBC study

– AARP Diet and Health Study

– Nutrition Intervention Trials in Linxian

• Others: Swedish construction, Swedish BPH patients

Page 7: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

PLCO Trial: Study Design

• Screening Centers: 10

• Coordinating Center

• Participants: 155,000– Screening arm (6 years)

• Prostate - PSA & DRE

• Lung - x-ray

• Colorectal - sigmoidoscopy

• Ovarian – CA125 & TVU

– Control arm: usual care

• Gender 50:50

• Age 55-74 years

• Recruitment: 1993-2001

• Screening: 1993-2006

• Follow-up to 2015– Annual surveys

– Mortality searches

Page 8: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

Studies in PLCO

• Does early detection reduce mortality?

• Clinical epidemiology

• Dietary risk factors

• Other behavioral risk factors

• Genetic risk factors

• Gene-environment interaction

• Blood-based early disease markers

Page 9: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date
Page 10: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

Shanghai Women’s Health Study (SWHS)

• The large-scale population-based cohort study

• 75,049 Chinese women

• 40 - 70 years old

• 1997 – 2000

• urban Shanghai

Page 11: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

SWHS: selected characteristics

10,6799,725

7,628

10,543

20,918

15,449

0

5,000

10,000

15,000

20,000

25,000

40-44 45-49 50-54 55-59 60-64 65-70

Age

No.

of

subje

cts

0

5

10

15

20

25

30

%

13

10,173

20,89027,683

8,1478,036

0

5,000

10,000

15,000

20,000

25,000

30,000

No e

duca

tion

Elem

enta

ry

Middle

scho

ol

Hig

h sc

hool

Ove

r colle

ge

Unkn

own

School

No.

of

subje

cts

0

5

10

15

20

25

30

35

40

%

Employment

M anufacturing, 35,367

, 47%

Agricurtural

, 2,054 ,3%

Profess ion

al, 21,389 ,29%

Cons tructio

n, 357 , 0%

Serv ices ,15,493 ,

21%

Unknow n,282 , 0%

Page 12: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

Projected number of incidence cancer cases

Cancer site 2004 2008 2013

All sites

Breast

Lung

Liver

Stomach

Colon

Rectum

Esophagus

Bladder

Pancreas

NHL

1,452

353

154

68

124

133

89

18

18

48

29

2,690

697

320

123

209

258

142

37

46

95

86

4,635

1,201

593

207

357

451

245

63

85

166

146

Page 13: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

The Nested Case-Control study of Breast Cancer

Matching variables- Age of baseline ±2 years

- Sample collection date <31 days

- Antibiotic use in the past week

- Previous cancer history

- Menopause status

- Post menopausal

1 : 2

74,942 subjects

353 breast

cancer cases

708

controls

Page 14: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

• Biospecimen (e.g., lymphocytes, DNA)

• At least 1,500 cancer cases by 2,010

• Active F/U : cancer registry

• Sufficient amounts of baseline information using

standardized tools

• Intention to participate in Consortium

Page 15: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date
Page 16: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

Genomic cohort 연구의 5 critical

components

• Goal and objectives:

– Rationale, uniqueness, competitiveness

• Recruitment

– Study design: efficiency (cost-benefit), feasibility

• Baseline & repeated survey

• Biospecimen collection

• Follow-up and case ascertainment

Page 17: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

Genomic cohort 연구의5 critical components

• Goal and objectives:

– Rationales, uniqueness, competitiveness

– Exposure and/or occupation: AHS, USRT,

– Special groups: SWHS, AARP

– Screening efficacy: PLCO

– Preventive trials: ATBC, Linxian

Page 18: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date
Page 19: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

Genomic cohort 연구의5 critical components

• Recruitment & Study Design– Sample size:

• G-E, G-G, G-G-E

– Efficiency (cost-benefit)• Utilize already existing system: PLCO

• Set up new infrastructure: AHS

– Feasibility

– Catchment area (SWHS vs PLCO),

– Representativeness (PLCO vs SWHS)

– Response rate,

Page 20: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

SWHS: Sample collection

* Of the 75,221 study participants, 279 women who did not meet the age eligibility requirements for the study were excluded, resulting in a cohort of 74,942 subjects

No. of eligible

subjects

No. of

participants

Response

rate (%)

Baseline survey (1997–2000) 81,170 75,221* 92.7

Specimen collection

Blood

Urine

Exfoliated buccal cells

74,942*

74,942

18,111

56,831

65,754

8,934

75.8

87.7

49.3

Follow-up survey I (2000–2004)

Lifestyle survey

74,942

72,983

74,768

67,163

99.8

92.0

Page 21: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

The EPIDEMIOLOGIC component of

Human Genomic Epidemiology

A fundamental question is how large

should a study be?

Page 22: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

What is the study trying to accomplish?

• To estimate the overall effect of a SNP or haplotype?

• To detect gene-environment and gene-gene interactions?

• To protect against false positive findings?

Page 23: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

Sample size for 80% power to detect range of genetic odds

ratios for varying prevalences of “at risk”genotype

Control/case ratio=1.0

0.0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1.0

0

250

500

750

1000

1250

1500

1750

2000

2250

2500

2750

3000

No

. cases (

=N

o.c

on

tro

ls)

Probability of "at risk" genotype

OR=1.5

OR=2.0

OR=3.0

Page 24: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

Sample size for 80% power to test for

multiplicative and additive interactions

Power = 80%a-level = 5%P(G) = 50%

0.0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1.00

250

500

750

1000

1250

1500

1750

2000

2250

2500

2750

3000

Prevalence of exposure

No.

cas

es(=

no. co

ntro

ls)

Multiplicative

Additive

Page 25: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

Genomic Cohort 연구의5 critical components

• Baseline survey– Sufficient amounts of baseline information

– Standardized tools

– Data collection (self-administered vs interview)

– Data entry: OCR, OMR, computer-based

– Related DB

• Repeated survey– Frequency

– How much information be collected

Page 26: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

Materials collection in the PLCO Trial

Exam Risk Usual Viable TumorCycle Factors Diet Serum Plasma RBC DNA Cells Sample

Intervention Arm

Baseline X X X X X X

Year 1 X

Year 2 X

Year 3 X X X X X X

Year 4 X X X

Year 5 X X X X

2004-2008 P P

Non-intervention Arm

PX X X (X: in place; P: proposed)

Page 27: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

Genomic Cohort 연구의5 critical components

• Biospecimen collection– Types & amount

• Whole blood

• Cryopreserved WB

• Isolated lymphocyte

• EBV transformation

• Serum, plasma, packed RBC

• Sputum, nail, hair, exfoliated cells (filter paper)

• Buccal cell DNA

• Urine

• Fresh frozen tissues

– Storage: LN2

• Follow-up and case ascertainment

Page 28: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

SWHS: Sample storage

Vanderbilt University (VU), Shanghai Cancer Institute (SCI), National Cancer Institute (NCI)

VU SCI NCI

Sample from the first 20,000 women

Plasma (4 x 2ml/subject)

WBC (2ml/subject)

RBC (2 x 2ml/subject)

Urine (7 x 4ml, 1 x 20ml/subject)

2

1

1

2

2

0

1

3

0

0

0

4x4ml, 1x20ml

Samples from the remaining women

Plasma (4x 2ml’subject)

WBC (2 x 2ml/subject)

RBC (2 x 2ml/subject)

Urine (6 x 4ml/subject)

Buccal cells (2 x 2ml/subject)

1

0

1

1

1

1

1

0

2

0

2

1

1

3

1

Page 29: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

PLCO : Whole Blood

Non-viable cells by days to freeze

0

5

10

15

20

25

30

Day 1 Day 2 Day 3 Day 4

Leukocytes

Lymphocytes

% Non-

viable

Page 30: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

40

50

60

70

80

90

100

Fresh

Cryopreserved

1 d < 1 m 6-8 m 18-20 m

PLCO: Cryopreserved Blood:

Lymphocyte Viability (%)

CD45-gated Lymphocytes

Page 31: Cohort Research in the US NCImgel.snu.ac.kr/B/dnload.inc.php?fn=2380_f1_122.pdf&fn2=... · - Sample collection date

Cohort study is NOT merely an

assembly or linkage of existing

records or simply collecting and store

the data


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