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New Issues in Cancer Genomics for the Research and Treatment ~ PanCan analysis of MSI (microsatellite instability) and hypermutation of cancer genomes including breast cancers Tae-Min Kim Department of Medical Informatics and Cancer Research Institute, College of Medicine, The Catholic University of Korea

New Issues in Cancer Genomics for the Research and ...gbcc2016.gbcc.kr/GBCC2017_upload/PFile_03_16_ES1 3_Tae...New Issues in Cancer Genomics for the Research and Treatment ~ PanCan

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Page 1: New Issues in Cancer Genomics for the Research and ...gbcc2016.gbcc.kr/GBCC2017_upload/PFile_03_16_ES1 3_Tae...New Issues in Cancer Genomics for the Research and Treatment ~ PanCan

New Issues in Cancer Genomics for the Research and

Treatment

~ PanCan analysis of MSI (microsatellite instability)

and hypermutation of cancer genomes including

breast cancers

Tae-Min Kim

Department of Medical Informatics and Cancer

Research Institute, College of Medicine, The Catholic

University of Korea

Page 5: New Issues in Cancer Genomics for the Research and ...gbcc2016.gbcc.kr/GBCC2017_upload/PFile_03_16_ES1 3_Tae...New Issues in Cancer Genomics for the Research and Treatment ~ PanCan

‘Mutation burden’ as predictive markers for immunotherapy

Increased mutation burden =

increased efficacy of immune

checkpoint blockade treatment

(anti-CTLA4) of ‘melanoma’

Mutator phenotype (=MSI-H)

colorectal cancers will respond to

anti-CTLA4 agents (>60%).

Page 7: New Issues in Cancer Genomics for the Research and ...gbcc2016.gbcc.kr/GBCC2017_upload/PFile_03_16_ES1 3_Tae...New Issues in Cancer Genomics for the Research and Treatment ~ PanCan

Anti-cancer response in the complex millieu of tumor

microenvironments…

Page 8: New Issues in Cancer Genomics for the Research and ...gbcc2016.gbcc.kr/GBCC2017_upload/PFile_03_16_ES1 3_Tae...New Issues in Cancer Genomics for the Research and Treatment ~ PanCan

Pan-Cancer analysis of

hypermutated genomes using

TCGA data & signature analysis

Page 11: New Issues in Cancer Genomics for the Research and ...gbcc2016.gbcc.kr/GBCC2017_upload/PFile_03_16_ES1 3_Tae...New Issues in Cancer Genomics for the Research and Treatment ~ PanCan

Hypermutation (>10 mutations/Mb or >500 exonic mutations; red) in

three MSI-prone tumors (colorectal, stomach, endometial cancers)

1

10

100

1000

10000

100000

1

10

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1000

10000

100000

1

10

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1000

10000

100000

Mu

tatio

n

abundance

MSI-H

MSI-L

MSS

COADREAD (n = 31 in red/222 total)

MSI-H

MSI-L

MSS

MSI-H

MSI-L

MSS

STAD (n = 68/289)

UCEC (n = 45/247)

Mu

tatio

n

abundance

Mu

tatio

n

abundance

Page 12: New Issues in Cancer Genomics for the Research and ...gbcc2016.gbcc.kr/GBCC2017_upload/PFile_03_16_ES1 3_Tae...New Issues in Cancer Genomics for the Research and Treatment ~ PanCan

Extension of six-bar mutation spectra into 96 nucleotide-

context ‘mutation spectrum’

Age Age APOBEC

BRCA1/2 Smoking

MMR-D

IGHV

UV

POLE

Variable types of mutation signature (with specific causes) are present in

variable frequencies across turmor types

Page 13: New Issues in Cancer Genomics for the Research and ...gbcc2016.gbcc.kr/GBCC2017_upload/PFile_03_16_ES1 3_Tae...New Issues in Cancer Genomics for the Research and Treatment ~ PanCan

A collection of mutations in individual tumor genomes

can be separated into a set of mutation signatures

A list of somatic mutations (with sequence features) of a single cancer genome

Page 14: New Issues in Cancer Genomics for the Research and ...gbcc2016.gbcc.kr/GBCC2017_upload/PFile_03_16_ES1 3_Tae...New Issues in Cancer Genomics for the Research and Treatment ~ PanCan

Signature.2

Signature.5

Signature.7

Signature.8

Signature.11

Signature.1B

Signature.3 (BRCA1/2)

Signature.4

Signature.9 (Ig hypermutation)

Signature.17

Signature.10 (PoleE)

Signature.14

Signature.1A (AGE)

Signature.6 (MMR deficiency)

Signature.15

Signature.20

Signature.12

Signature.R3

Signature.U1

Signature.21

Signature.13

Signature.18

Signature.16

Signature.R1

Signature.U2

Signature.19

Signature.R2

0

10000

20000

Muta

tion

Tumor type

MSI

POLE

COADREAD

STAD

UCEC

MSI-H

MSI-L

MSS

Hotspot MS

Other MS

Truncating

Tumor

type

MSI

POLE

mutations

Mutation signature-based clustering analysis of 150 hypermutated genomes for 3 MSI-

prone tumor types (COADREAD, STAD,UCEC)

Cluster 1 – MMR-D (mostly, MSI-H)

Cluster 2

– POLE

3 STAD showed frequent T:A>G:C transversion (at XpTpT)

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Mutation abundance/burden (i.e., the number of exonic

mutations) is heterogeneous across tumor types

1

10

100

1000

10000

Bre

ast

can

cer

(TC

GA

) m

uta

tio

n a

bu

nd

ance

(lo

g)

0

1000

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6000

Hypermutated

genomes

Bre

ast

can

cer

(TC

GA

) m

uta

tio

n

abu

nd

ance

(lli

ne

ar)

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How many MSI-H and/or hypermutated genomes in BRCA?

Nat Med. 2016

Nov;22(11):1342-1350

Not based on traditional Bethesda markers, but

based on sequencing (NGS)-based analysis!

Page 17: New Issues in Cancer Genomics for the Research and ...gbcc2016.gbcc.kr/GBCC2017_upload/PFile_03_16_ES1 3_Tae...New Issues in Cancer Genomics for the Research and Treatment ~ PanCan

Cortes-Ciriano et al. In press

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0

0.5

1

1.5

2

2.5

3

3.5

4

Predicted ‘MSI-H’ 16 BRCA genomes/exomesLog-t

ransfo

rmed

mu

tatio

n c

ou

nts

(B

RC

A)

16 MSI-H (predicted)

MSI-H (predicted)Others

Mu

tatio

n a

bu

nd

ance

Page 19: New Issues in Cancer Genomics for the Research and ...gbcc2016.gbcc.kr/GBCC2017_upload/PFile_03_16_ES1 3_Tae...New Issues in Cancer Genomics for the Research and Treatment ~ PanCan

0 1000 2000 3000 4000 5000 6000

Mutation abundance

Mu

tatio

n s

ign

atu

re a

bu

nd

ance

Two cases with 1574 and 3175 mutations

enriched with signature.R1

One case with 5702 mutations enriched

with signature.10 (POLE mutation)

Clusters of hypermutated genomes (one

case with 4714 mutations) enriched with

signature.1A (‘age’ signature)

Clusters of 16 MSI-H hypermutated

genomes with signature.6 (‘MMR

deficiency’)

Mutation signature clustering-based analysis of BRCA

Page 20: New Issues in Cancer Genomics for the Research and ...gbcc2016.gbcc.kr/GBCC2017_upload/PFile_03_16_ES1 3_Tae...New Issues in Cancer Genomics for the Research and Treatment ~ PanCan

Summary

• Tumor with an elevated mutation rate (‘mutator phenotype’) will

respond better to immune checkpoint blockade treatment

• Hypermutation of MSI-prone tumors (colorectal, stomach and

endometrial cancers) are mainly attributed to (i) MMR deficiency

and (ii) POLE (hotspot) mutations

• Although the MSI-H fraction is low (2%) in breast cancers, MMR

deficiency may induce hypermutation in breast cancers along

with other causal events (POLE, age-related mutations, etc.)