nipt market & tech analysis report 2015 - li ma

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arket & Tech analysis report Non-Invasive Prenatal Testing Produced by Li Ma, Msc, PhD candidate 2015

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Page 1: NIPT Market & Tech Analysis Report 2015 - Li MA

Market & Tech analysis report

Non-Invasive Prenatal Testing

Produced by Li Ma, Msc, PhD candidate 2015

Page 2: NIPT Market & Tech Analysis Report 2015 - Li MA

NIPT (Non-Invasive Prenatal Testing)

什么是无创产前检测 (NIPT) ?通过采集孕妇的外周血,提取游离 DNA (cell free DNA) ,从而安全准确的检测常见的胎儿非整倍性染色体异常。- 唐氏综合征( T21 )- 爱德华氏综合征( T18 )- 帕陶氏综合征( T13 )

Page 3: NIPT Market & Tech Analysis Report 2015 - Li MA

Incidence of common chromosome abnormalities

发病原因 疾病名称 发病率

21 号染色体三体 唐氏综合症Down Sydrome 1 : 800

18 号染色体三体 爱德华氏综合症Edward Syndrome 1 : 3500 – 8000

13 号染色体三体 帕陶氏综合症Patau Syndrome

1 : 25 000

Page 4: NIPT Market & Tech Analysis Report 2015 - Li MA

Facts about Down Syndrome

年龄 发病率 < 35 < 0.3 %

37 0.5 %40 1 %50 10 %

- 最常见的染色体非整倍体疾病 (1:800)- 先天性智力低下,生长发育迟缓,并伴发多系统畸形- 随年龄增加发病率增加, >35 岁直线上升

Page 5: NIPT Market & Tech Analysis Report 2015 - Li MA

Screening and diagnosis of DS at clinical setting

94%-96% 5%-6%

Page 6: NIPT Market & Tech Analysis Report 2015 - Li MA

Screening and diagnosis of DS at clinical setting

Page 7: NIPT Market & Tech Analysis Report 2015 - Li MA

无创产前筛查 (NIPT)

1997 : Lo et al. : cff DNA in maternal circulation

10-20 % of cell-free DNA in maternal circulation is fetal in origin

Page 8: NIPT Market & Tech Analysis Report 2015 - Li MA

无创产前筛查 (NIPT)

Page 9: NIPT Market & Tech Analysis Report 2015 - Li MA

Shotgun Massively Parallel Sequencing (s-MPS) Gregg, A. R., et al. (2014). Annu Rev Genomics Hum Genet

Page 10: NIPT Market & Tech Analysis Report 2015 - Li MA

Importance of fetal fraction

Fetal Fraction

Expected ratio for Trisomy

4% 1.02

10% 1.05

20% 1.10

40% 1.20

Shotgun Massively Parallel Sequencing (s-MPS)

Page 11: NIPT Market & Tech Analysis Report 2015 - Li MA

Shotgun Massively Parallel Sequencing (s-MPS) Z-score

Page 12: NIPT Market & Tech Analysis Report 2015 - Li MA

Distribution of %ChrNreference

%ChrNreference

Mean %ChrNreference

euploid T21

Z-score < 3 Z-score > 3

Shotgun Massively Parallel Sequencing (s-MPS) Z-score

Page 13: NIPT Market & Tech Analysis Report 2015 - Li MA

Case-control study including 1696 pregnancies Detection rate (Sensitivity) – 98.6% (209/212) False-positive rate: 0.2% (3/1471)

0.8% risk of test failure

Shotgun Massively Parallel Sequencing (s-MPS) Z-score

Page 14: NIPT Market & Tech Analysis Report 2015 - Li MA

0.3 million (SD 88,000) reads 2.3 million (SD 474,000) reads

Shotgun Massively Parallel Sequencing (s-MPS) Importance of read depth

Page 15: NIPT Market & Tech Analysis Report 2015 - Li MA

Shotgun Massively Parallel Sequencing (s-MPS) Importance of read depth

Page 16: NIPT Market & Tech Analysis Report 2015 - Li MA

• Chr13 and Chr18 have relatively lower average GC content than Chr21 which has a modest average GC content.

chr13 chr18

SBS

SBL

chr21

1

1

5.8X 2.4X

5.7X 1.8X

• Coefficient of variation (CV) - Genomic representations of chr13 and chr18.

Z-score with GC bias correctionShotgun Massively Parallel Sequencing (s-MPS)

Page 17: NIPT Market & Tech Analysis Report 2015 - Li MA

Z-score with GC bias correctionShotgun Massively Parallel Sequencing (s-MPS)

Page 18: NIPT Market & Tech Analysis Report 2015 - Li MA

Trisomy 18

Detection rate

False positive rate

Trisomy 13Trisomy 21

100% (59/59)

0.3% (5/1,688)

91.7% (11/12)

0.9% (16/1,688)

99.1% (210/212)

0.1% (1/1,688)

Z-score with GC bias correctionShotgun Massively Parallel Sequencing (s-MPS)

Page 19: NIPT Market & Tech Analysis Report 2015 - Li MA

The count of mapped sites for a given chromosome of interest is normalized to counts observed on another pre-determined chromosome (or set of chromosomes).share similar GC content

Normalized Chromosome Value (NCV)Shotgun Massively Parallel Sequencing (s-MPS)

Page 20: NIPT Market & Tech Analysis Report 2015 - Li MA

Chr21/Chr1 Reference MeanChr 21/Chr1 Sample

Amy J. Sehnert, 2011

Chr21/Chr1 Reference SD

Normalized Chromosome Value (NCV)Shotgun Massively Parallel Sequencing (s-MPS)

Page 21: NIPT Market & Tech Analysis Report 2015 - Li MA

Case control study including 532 pregnancies. Detection rate (Sensitivity) for T21 – 100% (89/89), No false-positive (404/404).

2.6% unclassified (NCV between 2.5 and 4).

Detection rate (Sensitivity) for T13 – 78.6% (11/14), No false-positive (485/485). Detection rate (Sensitivity) for 45,X – 93.8% (15/16), Specificity – 99.8%

(416/417).

Detection rate (Sensitivity) for T18 – 97.2% (35/36) , No false-positive (460/460).

Normalized Chromosome Value (NCV)Shotgun Massively Parallel Sequencing (s-MPS)

Page 22: NIPT Market & Tech Analysis Report 2015 - Li MA

Targeted Massively Parallel Sequencing (t-MPS)DANSE assay, FORTE algorithm

Left probe Middle probe Right probe

Polymorphic site

Determine fetal fraction

Non-Polymorphic site

Determine copy number

Page 23: NIPT Market & Tech Analysis Report 2015 - Li MA

Targeted Massively Parallel Sequencing (t-MPS)DANSE assay, FORTE algorithm

Page 24: NIPT Market & Tech Analysis Report 2015 - Li MA

Trisomic model

Disomic model

Observed proportion for sample j

Estimated reference proportion

Fetal fraction

The FORTE algorithm estimates the risk of aneuploidy using an odds ratio comparing a model assuming a disomic fetal chromosome and a model assuming a trisomic fetal chromosome.

Targeted Massively Parallel Sequencing (t-MPS)DANSE assay, FORTE algorithm

Page 25: NIPT Market & Tech Analysis Report 2015 - Li MA

Case control study involving 400 pregnancies. Detection rate (Sensitivity) for T21 – 100% (50/50), specificity - 100% (297/297).

1% test failure.

Detection rate (Sensitivity) for T18 – 98% (49/50) , specificity - 100% (297/297).

Targeted Massively Parallel Sequencing (t-MPS)DANSE assay, FORTE algorithm

Page 26: NIPT Market & Tech Analysis Report 2015 - Li MA

Case control study involving 3228 pregnancies. Detection rate (Sensitivity) for T21 – 100% (81/81), false-positive rate 0.03% (1/2888).

4.6% test failure.

Detection rate (Sensitivity) for T18 – 97% (37/38) , false-positive rate 0.07% (2/2888).

Targeted Massively Parallel Sequencing (t-MPS)DANSE assay, FORTE algorithm

Page 27: NIPT Market & Tech Analysis Report 2015 - Li MA

Targeted Massively Parallel Sequencing (t-MPS)DANSE assay, FORTE algorithm, Microarray

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691 were disomic ,18 were trisomy 13 ,37 were trisomy 18 ,132 were trisomy 21.

Targeted Massively Parallel Sequencing (t-MPS)DANSE assay, FORTE algorithm, Microarray

Page 29: NIPT Market & Tech Analysis Report 2015 - Li MA

Targeted Massively Parallel Sequencing (t-MPS)DANSE assay, FORTE algorithm, Microarray

Page 30: NIPT Market & Tech Analysis Report 2015 - Li MA

parental genotypes

- Parental SupportTM

crossover frequency data (Hapmap Database)

billions of possible monosomic, disomic, and trisomic fetal genotypes at measured loci

fetal cfDNA fraction

expected sequencing data

bayesian statistics are used to determine the relative likelihood of each hypothesis

observed Sequencing data

hypothesis with the maximum likelihood is selected as the copy number and fetal fraction,absolute likelihood of the call is the calculated accuracy, analogous to a test-specific risk score.

multiplex PCR and NGS

- More than 11,000 SNPs covering chr 13,18,21,X,Y are amplified by multi-plex PCR and sequenced by NGS

Read depth

Amplication bias

Noise parameters

Single nucleotide polymorphism (SNP)-based approaches

Page 31: NIPT Market & Tech Analysis Report 2015 - Li MA

- Sensitivity and Specificity (145/166) - 100%- 11/11 Trisomy 21- 3/3 Trisomy 18- 2/2 Trisomy 13- 1/1 45,X- 2/2 47,XXY

- Mean calculated accuracy - 99.9%- 21/166 (12.7%) samples failed DNA quality test

Single nucleotide polymorphism (SNP)-based approaches

Page 32: NIPT Market & Tech Analysis Report 2015 - Li MA

- 25/25 Trisomy 21- 3/3 Trisomy 18- 1/1 Trisomy 13- 2/2 45,X- 1/1 Triploidy

- Sensitivity and Specificity (229/242) - 100%

- Mean calculated accuracy - 99.9%- 13/242 (5.37%) samples failed DNA quality test

Single nucleotide polymorphism (SNP)-based approaches

Page 33: NIPT Market & Tech Analysis Report 2015 - Li MA
Page 34: NIPT Market & Tech Analysis Report 2015 - Li MA

A binary hypothesis t-test and logarithmic likelihood ratio L-score

Detection Rate False Positive Rate

T21

T18

100% (139/139)

100% (41/41)

0.03% (1/2820)

0.03% (1/2820)

Shotgun Massively Parallel Sequencing (s-MPS)

Page 35: NIPT Market & Tech Analysis Report 2015 - Li MA

Z-score, Z-score with GC correction, Z-score with internal reference chromosome

Shotgun Massively Parallel Sequencing (s-MPS)

Page 36: NIPT Market & Tech Analysis Report 2015 - Li MA

Z-score with GC correction

Shotgun Massively Parallel Sequencing (s-MPS)

Page 37: NIPT Market & Tech Analysis Report 2015 - Li MA

Z-score with GC correction

Shotgun Massively Parallel Sequencing (s-MPS)

Page 38: NIPT Market & Tech Analysis Report 2015 - Li MA

Models for Incorporation of NIPT into Clinical Practice

False positive decrease

False negative rate wont change

‘atypical’ chromosomal abnormalities will be missed

Page 39: NIPT Market & Tech Analysis Report 2015 - Li MA

10 weeks

12 weeksImproved overall sensitivity Reduced invasive

testing rate

false negative false positive

expensive

Models for Incorporation of NIPT into Clinical Practice

Page 40: NIPT Market & Tech Analysis Report 2015 - Li MA

Increase detection rate to some extent

Reduce invasive testing rate to some extent

Models for Incorporation of NIPT into Clinical Practice

Page 41: NIPT Market & Tech Analysis Report 2015 - Li MA

End

Page 42: NIPT Market & Tech Analysis Report 2015 - Li MA

NIPT (Non-Invasive Prenatal Testing)Digital PCR