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The impact of environmental and endogenous damage on human somatic mutation load Natalie Saini Mechanisms of Genome Dynamics Group Genome Integrity and Structural Biology Laboratory

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Page 1: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

The impact of environmental and endogenous damage on human somatic

mutation load Natalie Saini

Mechanisms of Genome Dynamics GroupGenome Integrity and Structural Biology Laboratory

Page 2: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

• Many different gene mutations and structural abnormalitiesLearning Disability

• Mosaic chromosomal structural abnormalitiesAutism

• Aneuploidy of chromosome 1, 18 and X in brainSchizophrenia

• Trisomy 21, or mutations in presinilin 1Alzheimer's disease

• Triplet repeat expansionHuntington’s disease

• Triplet repeat expansionFriedreich’s ataxia

• Chromosome 14-specific breaks, rearrangementsAtaxia-telangiectasia

• Mosaic monosomy of chromosome XPrimary biliary cirrhosis

• Mosaic monosomy of chromosome XAutoimmune thyroid disease

Somatic genome changes are associated with various diseases

Page 3: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Colorectal cancer incidence rates per 100,000 population, by age group — USA, 2008

Cancer risk increases with age

www.cdc.gov

< 5 0

5 0 – 5 4

5 5 – 5 9

6 0 – 6 4

6 5 – 6 9

7 0 – 7 4= 7 5

0

5 0

1 0 0

1 5 0

2 0 0

2 5 0

3 0 0

A g e g r o u p

Ra

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f in

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Page 4: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Mutations accumulate during the lifetime of a person due to environmental and endogenous factors

Page 5: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Mutations accumulate during the lifetime of a person due to environmental and endogenous factors

Exposure varies across the body

Vary depending on tissue’s biological features e.g. replication potential

Page 6: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Base substitutions in cancers range from: 10 to 10 /genome

Lawrence et al. Nature 2013

Cancers genomes – wide variation in mutation load and spectra

Page 7: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Mutation load and signatures vary across the body in healthy individuals

BRAIN ~1000 mutations per neuron. No increase with age. CT changes at CpG motif

Lodato et al. Science. 2015

SKIN Deep sequencing of 74 genes - 3760

mutations found across the 234 samples from four individuals.

CT changes and CCTT changes –UV signature

Martincorena et al., Science. 2015

SMALL INTESTINE and COLON 1000-3000 mutations per cell. Linear increase with age CT changes at CpG motif

LIVER 1000-2000 mutations per cell. Linear increase with age. Unknown mutation signature.

Blokzijl et al., Nature. 2016

Page 8: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

1. What is the genome wide magnitude, spectrum and landscape of genomic changes accumulated in a healthy person?

2. Does exposure to an environmental DNA damaging agent affect mutation load?

3. What is the relative impact of environmental and endogenous factors to the mutation burden?

Page 9: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Schematics of sample collection

Blood

Subjects: Caucasian males,

ages 58 and 62 yr

Page 10: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Schematics of sample collection

Dermis

Fibroblasts from dermis of forearm are exposed to more UVA radiation

Blood

Subjects: Caucasian males,

ages 58 and 62 yr

Page 11: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Align to hg19 genome;Call mutations

GATK Haplotype Caller (Broad Institute)

MuTect(Broad Institute)

VarScan2 (Washington University)

Accurate minimum estimate of somatic mutation load in a clone

Validate a subset by PCR/Sanger sequencing

Consensus callsFilter: heterozygous = 45 % - 55% homozygous > 90% Not in dbSNP database Not in simple repeats

[N Somatic mutations]= [N Total calls] – [N Germline polymorphisms]Germline polymorphisms = identified from blood (mix of cells)

Approx 5 to 7 million calls

Page 12: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Filtering by allele frequency removes mutations added during growth of the cells in culture

Mutations in original cell

Allele frequency for:Heterozygous allele = 50%Homozygous allele = 100%

Allele frequency for:Heterozygous allele = 45 - 50%Homozygous allele = 90 - 100%

Mutations arising during culture

Allele frequency for:Heterozygous allele < 50%Homozygous allele < 100%

Allele frequency for:Heterozygous allele < 50%Homozygous allele < 100%

Page 13: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Majority of the consensus SNVs are clonal

Page 14: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Donor Site ID Mutations Rearrangements

Donor1 Right hip D1-R-H1 1373 1Right hip D1-R-H2 707 4Left hip D1-L-H 581 3

Right forearm D1-R-F 1056 5Left forearm D1-L-F1 5309 25Left forearm D1-L-F2 3879 5

Donor2 Right hip D2-R-H 1981 1Left hip D2-L-H 4612 2

Right forearm D2-R-F 12743 5Left forearm D2-L-F 8600 8

~1000 somatic base substitutions and at least 1 rearrangement are present in normal skin fibroblasts

Similar to median mutation load in cancers Mutations in forearms are more than mutations in hips

Page 15: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Early Late OpenChromatin

ClosedChromatin

Mechanisms leading to mutations in healthy fibroblasts are similar to cancers.

Mutation load depends on replication timing and chromatin status

Page 16: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Kalmbach et al. Fertility and Sterility, 2013

Telomere length as a proxy for number of cell divisions in human cells

# cell divisions

Page 17: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Samples Mutations Estimated telomere length (kb)

D1-R-H1 1373 3.04

D1-R-H2 707 2.21

D1-L-H 581 2.25D1-R-F 1056 2.25

D1-L-F1 5309 2.29

D1-L-F2 3879 2.03

D2-R-H 1981 2.26

D2-L-H 4612 2.40

D2-R-F 12743 2.12

D2-L-F 8600 2.07

Estimation of telomere length in clones

Software used : Telseq

Page 18: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Telomere length as a proxy for number of cell divisions in human cells

Skin fibroblast at birth

Skin fibroblast isolated from Donor at age 58 – 62y

Clonal population sequenced

• 50 – 100bp telomeres lost per cell division.

• At birth average telomere length is 10.5 -11kb.

Page 19: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

• 50 – 100bp telomeres lost per cell division.

• At birth average telomere length is 10.5 -11kb.

Telomere length as a proxy for number of cell divisions in human cells

Skin fibroblast at birth

Skin fibroblast isolated from Donor at age 58 – 62y

Clonal population sequenced

Telomere size~2kb

Telomere size ~4kb

20 cell divisions

Page 20: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

• 50 – 100bp telomeres lost per cell division.

• At birth average telomere length is 10.5 -11kb.

Telomere length as a proxy for number of cell divisions in human cells

Skin fibroblast at birth

Skin fibroblast isolated from Donor at age 58 – 62y

Clonal population sequenced

Telomere size~2kb

Telomere size ~4kb

20 cell divisions

Telomere size ~11kb

65 – 70 cell

divisions

Page 21: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Samples Mutations Estimated telomere length (kb)

Number of cell divisions

(from birth)

Mutation/genome/ cell division(from birth)

D1-R-H1 1373 3.04 60 23

D1-R-H2 707 2.21 68 10D1-L-H 581 2.25 67 9D1-R-F 1056 2.25 68 16D1-L-F1 5309 2.29 67 79

D1-L-F2 3879 2.03 70 56

D2-R-H 1981 2.26 67 29

D2-L-H 4612 2.40 66 70

D2-R-F 12743 2.12 69 185

D2-L-F 8600 2.07 69 124

Somatic mutation rates per cell division in clones

Software used : Telseq

Estimates are maximal mutations/genome/cell division.

Number of cell divisions from zygote to newborn are not known.

Page 22: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Example of rearrangements seen in the clones

• Green = Deletion,• Red = Translocation• Blue = Inversion• Black = Duplication

Red dots = Position of LOH/Homozygous mutations

Black dots = heterozygous mutations

CNV – 1nCNV – 3n

Page 23: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Example of rearrangements seen in the clones

• Green = Deletion,• Red = Translocation• Blue = Inversion• Black = Duplication

Red dots = Position of LOH/Homozygous mutations

Black dots = heterozygous mutations

CNV – 1nCNV – 3n

Page 24: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Rearrangements were often in vicinity of common fragile sites

FRA14B

FRA10G

Page 25: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

CT changes are prevalent in all samples

0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

C to T

C to A

C to G

T to C

T to G

T to A

Page 26: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

tgttgcccaggctgggatttCgggtgtgagccactgcacttcagcacttggaacggtcggcCagctccaacggcccagggcaccatttagctctgcttcctcCtgtcccaaatacgttccatccaggtacctgggaagagactCgtgctgtttcttacataccgaaggcctatgccagtctaatCatgtgatctctagagttgca

Calculating fold enrichment with mutations in a motif

𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸𝐸 =𝑀𝑀𝑀𝑀𝐸𝐸𝑀𝑀𝐸𝐸𝐸𝐸𝑀𝑀𝐸𝐸𝑀𝑀(𝑦𝑦𝑦𝑦𝑦𝑦→𝑦𝑦𝑦𝑦𝑦𝑦) × 𝐶𝐶𝑀𝑀𝐸𝐸𝐸𝐸𝐸𝐸𝐶𝐶𝐸𝐸 𝑐𝑐𝑀𝑀𝑀𝑀𝐸𝐸𝑀𝑀𝐸𝐸𝐸𝐸𝑀𝑀𝐸𝐸𝑀𝑀(𝑦𝑦→𝑦𝑦) × 𝐶𝐶𝑀𝑀𝐸𝐸𝐸𝐸𝐸𝐸𝐶𝐶𝐸𝐸 𝑦𝑦𝑐𝑐𝑦𝑦

Are there more mutations in a motif than expected from random mutagenesis?

Page 27: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

nCgnTg mutations (clock-like changes associated with aging):Enriched in all samples

Page 28: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

5’-Py-C-3’

5’-y-C-3’

5’-y-U-3’

5’-y-T-3’

5’-C-C-3’

5’-U-U-3’

5’-T-T-3’

5’-y-mC-G-3’

5’-y-T-G-3’

5’-y-T-G-3’

CPD formation by UV

Deamination

Bypass of damage

CT CTCCTT

5’-T-T-3’

5’-T-T-3’

5’-C-T-3’

TC

UV induces CT mutations in a di-pyrimidine context and TC mutations in a TT context

Page 29: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Forearm samples have increased UV-signature mutations

D1 _ h

i ps

D1 _ f o

r e a r ms

D2 _ h

i ps

D2 _ f o

r e a r ms

0

2 0 0 0

4 0 0 0

6 0 0 0

Min

imu

m m

uta

tio

n l

oa

d

172

1502 1436

4863

D1 _ h

i ps

D1 _ f o

r e a r ms

D2 _ h

i ps

D2 _ f o

r e a r ms

0

5 0

1 0 0

1 5 0

2 0 0

0

82

0

158

D1 _ h

i ps

D1 _ f o

r e a r ms

D2 _ h

i ps

D2 _ f o

r e a r ms

0

5 0 0

1 0 0 0

1 5 0 0

To

tal

mu

tati

on

lo

ad

174

560 472

1297

5’-Py-C-3’ 5’-Py-T-3’

CT

5’-T-T-3’ 5’-C-T-3’

TC

5’-C-C-3’ 5’-T-T-3’

CCTT

Page 30: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Model organisms, and biochemistry with Pol η = 3’T mutated in TT dimers5’ tTn 3’ 5’tCn 3’

Human Pol η

S. SolfataricusDpo4

in vitro – CPD bypass

McCulloch SD et.al , Nature (2004)

in vivo – E. coli, M13mp7L1 phage

LeClerc et.al , PNAS (1991)

– yeast

Page 31: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Model organisms, and biochemistry with Pol η = 3’T mutated in TT dimers5’ tTn 3’ 5’tCn 3’

Human Pol η

S. SolfataricusDpo4

in vitro – CPD bypassin vivo – E. coli, M13mp7L1 phage

LeClerc et.al , PNAS (1991)

– yeast

Is the bias towards 5’T mutated within TT-dimers in humans due to enrichment of 5’tTt3’ motifs in

the dataset?

McCulloch SD et.al , Nature (2004)

Page 32: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Analysis of +1 nt in nTt nCt mutation signature reveals higher mutation loads by rTtrCt

D1 - R

- H1

D1 - R

- H2

D1 - L

- H

D1 - R

- F

D1 - L

- F1

D1 - L

- F2

D2 - R

- H

D2 - L

- H

D2 - R

- F

D2 - L

- F

Me l a

no

ma _ M

e di a

n

0 . 0

0 . 5

1 . 0

1 . 5

2 . 0

2 . 5

En

ric

hm

en

tE n r i c h m e n t r T tE n r i c h m e n t y T t

D1 - R

- H1

D1 - R

- H2

D1 - L

- H

D1 - R

- F

D1 - L

- F1

D1 - L

- F2

D2 - R

- H

D2 - L

- H

D2 - R

- F

D2 - L

- F

Me l a

no

ma _ M

e di a

n

0

1 0 0

2 0 0

3 0 0

4 0 0

5 0 0

Min

imu

m m

uta

tio

n l

oa

d

M i n _ m u t r T tM i n _ m u t y T t

r = a or g, y = t or c

Melanoma data from: Fredriksson et al. Nature Genetics 2014; 46:1258-1263

Page 33: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

UV mutation signature in human skin fibroblasts

yCnyTn

nTtnCtCCTT

(Predominantly rTtrCt)

Page 34: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

UV-signature mutations demonstrate a bias towards the coding strand

Coding

Noncoding

Page 35: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Exomes from bulk fibroblasts – Allele frequenciesMajority of alleles are at ~10-20%

Page 36: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Many of SNVs in clones were identical to those in the bulk samples and at ~10% frequency

11 31 482

D1-L-F2Mutations in exons only D1-L-F2 - bulk

Page 37: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Site Mutations in Bulk

Mutations in clones

Expected in 10 clones

D1-R-H1 197 12 120

D1-L-H 125 10 100

D1-R-F 179 7 70

D1-L-F2 485 41 410

D2-R-H 560 23 230

D2-L-H 576 55 550

D2-R-F 2030 109 1090

D2-L-F 2286 83 830

Skin biopsies were made up of at least 10 clonal lineages

Page 38: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Forearm samples show increased UV-signature mutations even in exome datasets

1656

163

747

0 0 0

12

1243

168

678

5’-y-C-n-3’ 5’-y-T-n-3’

CT

5’-n-T-T-3’ 5’-n-C-T-3’

TC

5’-C-C-3’ 5’-T-T-3’

CCTT

Page 39: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Conclusions

Magnitude

~1000 – 13000 somatic mutations

1-25 gross chromosomal rearrangements

Landscape

Enriched in late replicating heterochromatin containing regions

Rearrangements are associated with common fragile sites

Spectrum

UV mutations – caused by sunlight exposure

Universal presence of CpG TpG signature

Page 40: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

Future

1. Define “normal” and “pathological” levels of somatic genome instability in humans.

2. Assess genetic and environmental factors that impact mutagenesis in normal somatic cells as well as in cancers.

3. Develop strategies for using somatic mutation data for individuals as a “dosimeter” of lifetime genotoxic exposures.

Page 41: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome

AcknowledgementsMechanisms of Genome Dynamics GroupDmitry GordeninJoan SterlingCynthia Sakofsky

Steven Roberts (NIEHS Washington State University, Pullman)Kin Chan(NIEHS University of Ottawa)

Integrative Bioinformatics Support GroupDavid FargoLes KlimczakSara GrimmShuangshuang Dai

Molecular & Genetic Epidemiology GroupJack Taylor

UNC - Chapel HillWilliam KaufmannJayne Boyer

High Throughput Sequencing Facility (UNC – Chapel Hill)Piotr MieczkowskiEwa Malc

Harvard Medical School (Boston)Peter ParkEunjung (Alice) LeeIsidro Cortes-Ciriano

NIEHS Clinical Research UnitShepherd Schurman

Anonymous donors

Chromatin and Gene Expression GroupLois Annab

Page 42: The impact of environmental and endogenous damage on human ... fileThe impact of environmental and endogenous damage on human somatic mutation load . Natalie Saini. Mechanisms of Genome