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Probability
Model
Age risk model
Risk
MoM values
Marker values (PAPP-A, free hCG, NT)
Gestational age (from CRL)
Maternal weight
Smoking
Ethnicity
The process
Standardisation
Standardisation
Ideally markers should be independent of other variables such as gestation, weight, ethnicity, .. so that interpretation is easy The reality is that marker levels depend, to various degrees, on:
• Gestation • Maternal weight • Ethnicity • Smoking status • Multiple pregnancy • IVF • Machine • Laboratory • Reagent lot • etc.
We standardise into MoM values to remove the effects of these characteristics.
4
PAPP-A
0 5 10 150.5 1.0 2.0
PAPP-A
0 5 10 150.5 1.0 2.0
PAPP-A
0 5 10 150.5 1.0 2.0
11w+3d
12w+3d
13w+3d
PAPP-A MoM - log scale
0.1 0.5 1.0 2.0 10.0
PAPP-A MoM - log scale
0.1 0.5 1.0 2.0 10.0
PAPP-A MoM - log scale
0.1 0.5 1.0 2.0 10.0
Log (MoMs)
11w+3d
12w+3d
13w+3d
11w+3d
12w+3d
13w+3d
PAPP-A MoM - log scale
0.1 0.5 1.0 2.0 10.0
PAPP-A MoM - log scale
0.1 0.5 1.0 2.0 10.0
PAPP-A MoM - log scale
0.1 0.5 1.0 2.0 10.0
PAPP-A
Gestation (days)
PA
PP
-A (
iU/l)
50 60 70 80 90 100
0.1
0.2
0.5
1.0
2.0
5.0Wk 7 Wk 8 Wk 9 Wk 10 Wk 11 Wk 12 Wk 13
Weight (kg)
PA
PP
-A M
oM
40 50 60 70 80 90 100 110 120 130 140 150
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
11
Effects on PAPP-A
MoM PAPP-A
0.1 0.5 1.0 1.5 2.0 3.0
T risomy 21 - Wk 11-13
T risomy 18
T risomy 13
Afro-Caribbean
Asian
Oriental
Smoking
11 12 13
PAPP-A
12
Free β-hCG (T1)
Gestation (days)
hC
G b
eta
50 60 70 80 90 100
5
10
20
30
40
5060
80
100
150
200
250
Wk 7 Wk 8 Wk 9 Wk 10 Wk 11 Wk 12 Wk 13
Gestation (days)
Fre
e b
eta
hC
G
100 110 120 130 140 150
5
10
15
20
25
30 Wk 15 Wk 16 Wk 17 Wk 18 Wk 19 Wk 20
Weight (kg)
Fre
e b
eta
MoM
40 50 60 70 80 90 100 110 120 130 140 150
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
Gestation (days)
Fre
e b
eta
hC
G
100 110 120 130 140 150
5
10
15
20
25
30 Wk 15 Wk 16 Wk 17 Wk 18 Wk 19 Wk 20
13
Free β-hCG (T1) Effects on Free ß-hCG (T1)
MoM Free ß-hCG (T1)
0.1 0.5 1.0 1.5 2.0 3.0
T risomy 21
T risomy 18
T risomy 13
Afro-Caribbean
Asian
Oriental
Smoking
11 12 13
14
AFP
Weight (kg)
AF
P M
oM
40 50 60 70 80 90 100 120 140
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
Gestation (days)
AF
P
100 110 120 130 140 150
20
30
40
50
60
70
80 Wk 15 Wk 16 Wk 17 Wk 18 Wk 19 Wk 20
15
AFP Effects on AFP
MoM AFP
0.1 0.5 1.0 1.5 2.0 3.0
T risomy 21
T risomy 18
T risomy 13
African
Caribbean
Chinese
Oriental
Asian
Bangladeshi
Indian
Pakistani
Smoking
16
uE3
Weight (kg)
uE
3 M
oM
40 50 60 70 80 90 110 130 150
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
Gestation (days)
uE
3
100 110 120 130 140 150
1
2
3
4
5
6
78
10
15
20 Wk 15 Wk 16 Wk 17 Wk 18 Wk 19 Wk 20
17
Effects on uE3
MoM uE3
0.1 0.5 1.0 1.5 2.0 3.0
T risomy 21
T risomy 18
T risomy 13
African
Caribbean
Chinese
Oriental
Asian
Bangladeshi
Indian
Pakistani
Smoking
uE3
18
hCG
Weight (kg)
hC
G M
oM
40 50 60 70 80 90 100 120 140
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
Gestation (days)
hC
G
100 110 120 130 140 150
10
20
30
40
50 Wk 15 Wk 16 Wk 17 Wk 18 Wk 19 Wk 20
19
hCG Effects on hCG
MoM hCG
0.1 0.5 1.0 1.5 2.0 3.0
T risomy 21
T risomy 18
T risomy 13
African
Caribbean
Chinese
Asian
Indian
Pakistani
Smoking
20
Free β-hCG (T2)
Weight (kg)
Fre
e b
eta
hC
G M
oM
40 50 60 70 80 90 100 120 140
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
Gestation (days)
Fre
e b
eta
hC
G
100 110 120 130 140 150
5
10
15
20
25
30 Wk 15 Wk 16 Wk 17 Wk 18 Wk 19 Wk 20
21
Free β-hCG (T2) Effects on Free ß-hCG (T2)
MoM Free ß-hCG (T2)
0.1 0.5 1.0 1.5 2.0 3.0
T risomy 21
African
Caribbean
Black Other
Asian
Bangladeshi
Indian
Pakistani
Other Asian
Chinese
Oriental
Smoking
22
Gestation (days)
Inhib
in
100 110 120 130 140 150
100
150
200
250
300
Wk 15 Wk 16 Wk 17 Wk 18 Wk 19 Wk 20
Weight (kg)
Inhib
in M
oM
40 50 60 70 80 90 100 120 140
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
Inhibin
23
Effects on Inhibin
MoM Inhibin
0.1 0.5 1.0 1.5 2.0 3.0
T risomy 21
Asian
Caribbean
Smoking
Inhibin
24
NT
Crown-rump length (mm)
Nu
ch
al tr
an
slu
ce
ncy (
mm
)
45 50 55 60 65 70 75 80 85
0.5
1
2
3
4
5
6
78
Standardisation
• MoM values should be centred on 1.0 when viewed together, by gestation, by weight, by smoking status, by ethnicity …
• What if this is not true?
28
Effects of bias – biochemistry
(NT and biochemistry at 12 weeks risk cut-off 1 in 150 at term)
A 27% increase in SPR with 70 more ‘positive’ results per 10,000
screening tests than expected.
PAPP-A hCG β
1 1 2.6% 85%
0.9 1 3.3% 87%
1 0.9 2.0% 83%
1.1 1 2.0% 83%
1 1.1 3.1% 86%
0.9 0.9 2.7% 85%
1.1 1.1 2.4% 84%
0.9 1.1 4.0% 88%
1.1 0.9 1.7% 81%
Median MoM FPR (%) DR (%)
The (near) perfect world of biochemistry
Cyprus
Gestation (weeks)
PA
PP
-A M
oM
7 8 9 10 11 12 13
0.8
0.9
1.0
1.1
1.2
1.3
1.4
1.5
n= 1
n= 812
n= 4787 n= 4231n= 1426
n= 311
n= 72
n= 2
Median Standard
The median MoM
value for any sub-
population defined by
time period, gestational
age, maternal weight,
smoking status and
ethnicity should lie
within 5% of the target
value of 1.
Median MoM by
gestation
Operator
hC
G b
eta
Mo
M
######
######
######
######
######
######
######
######
######
######
###
0.8
1.0
1.2
n = 2 7
n = 2 9
n = 3 3n = 3 4
n = 3 5
n = 3 7
n = 3 8
n = 4 7
n = 6 6
n = 6 8
n = 7 0
n = 7 5
n = 7 7
n = 7 9
n = 8 0
n = 9 9
n = 1 0 4
n = 1 0 4
n = 1 0 9
n = 1 5 3
n = 1 8 6
OperatorP
AP
P-A
Mo
M
######
######
######
######
######
######
######
######
######
######
###
0.8
1.0
1.2 n = 2 7
n = 2 9
n = 3 3
n = 3 4
n = 3 5
n = 3 7
n = 3 8
n = 4 7
n = 6 6
n = 6 8
n = 7 0
n = 7 5
n = 7 7
n = 7 9
n = 8 0
n = 9 9
n = 1 0 4
n = 1 0 4
n = 1 0 9
n = 1 5 3
n = 1 8 6
PA
PP
-A M
oM
h
CG
β M
oM
Operator
Operator
Why operator effects on biochemistry?
• Causes include
– case mix
– sample preparation
– storage
– transportation
– CRL measurement
PAPP-A by gestation
Gestation (days)
PA
PP
-A
50 60 70 80 90 100
0.1
0.2
0.5
1.0
2.0
5.0Wk 7 Wk 8 Wk 9 Wk 10 Wk 11 Wk 12 Wk 13
PAPP-A by gestation
Gestation (days)
PA
PP
-A
50 60 70 80 90 100
0.1
0.2
0.5
1.0
2.0
5.0Wk 7 Wk 8 Wk 9 Wk 10 Wk 11 Wk 12 Wk 13
MoM = 1
PAPP-A by gestation
Gestation (days)
PA
PP
-A
50 60 70 80 90 100
0.1
0.2
0.5
1.0
2.0
5.0Wk 7 Wk 8 Wk 9 Wk 10 Wk 11 Wk 12 Wk 13
MoM = 1
MoM = 0.57
Free β-hCG by gestation
Gestation (days)
hC
G b
eta
50 60 70 80 90 100
5
10
20
30
40
5060
80
100
150
200
250
Wk 7 Wk 8 Wk 9 Wk 10 Wk 11 Wk 12 Wk 13
MoM = 1
MoM =1.2
Effects of Crown Rump Length (CRL) biases on biochemistry MoM values
(NT and biochemistry at 12 weeks risk cut-off 1 in 150 at term)
CRL Error Error in GA Median MoM
(mm) (days) PAPP-A hCG beta DR FPR
-5 -2.7 1.17 0.93 80% 1.4%
-4 -2.2 1.13 0.94 81% 1.6%
-3 -1.6 1.10 0.96 82% 1.9%
-2 -1.1 1.06 0.97 83% 2.0%
-1 -0.5 1.03 0.99 84% 2.4%
0 0.0 1.00 1.00 85% 2.7%
1 0.5 0.97 1.01 86% 3.1%
2 1.0 0.94 1.03 86% 3.7%
3 1.6 0.92 1.04 87% 4.1%
4 2.1 0.89 1.06 88% 4.8%
5 2.6 0.87 1.07 89% 5.5%
Down’s syndrome presents as biochemical immaturity so effects of errors on PAPP-A and free β-hCG combine.
Crown-rump length (mm)
Nu
ch
al tr
an
slu
ce
ncy (
mm
)
45 50 55 60 65 70 75 80 85
0.5
1
2
3
4
5
6
78
Impact of NT on risks
Crown-rump length (mm)
Nu
ch
al tr
an
slu
ce
ncy (
mm
)
45 50 55 60 65 70 75 80 85
0.5
1
2
3
4
5
6
78
Impact of NT on risks
Impact of NT on risks
Crown-rump length (mm)
Nu
ch
al tr
an
slu
ce
ncy (
mm
)
45 50 55 60 65 70 75 80 85
0.5
1
2
3
4
5
6
78
DQASS
• The aim is to monitor and support the quality and
effectiveness of screening
• Provide feedback on all aspects of the test to laboratories,
ultrasound departments and commercial suppliers.
• Through meta-analyses DQASS provides information on
effects of factors such a smoking that can be used to
improve screening performance.
Report production
Feedback
& advice Improvements
Data submissions
Lab reports ~40 per year
Cycle reports
A Two Day Workshop
Thursday 17 and Friday 18 January 2008
DQASS Workshop on
Standardisation, Monitoring and
Updating Medians: Why, When
and How?
Presented by:
Amy Baker
Barry Nix
Dave Worthington
Dave Wright
Workshops
Individualised feedback to all sonographers on all scan measurements ~20002 (from April 2010)
Nu
ch
al
Tra
ns
luc
en
cy
(m
m)
ID: 49057 (n = 184)
Crown-rump length (mm)
Cycle 5
From: 16/05/2008
To: 31/10/2008
40 45 50 55 60 65 70 75 80 85 90
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
68 (37%)
116 (63%)Bias = 0.08mm
4 NT values greater than 4mm shown as 4mm
Nu
cha
l T
ran
slu
ce
nc
y (
mm
)
ID: 49057 (n = 184)
Crown-rump length (mm)
Cycle 5
From: 16/05/2008
To: 31/10/2008
40 45 50 55 60 65 70 75 80 85 90
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
68 (37%)
116 (63%)Bias = 0.08mm
4 NT values greater than 4mm shown as 4mm
Nu
ch
al
Tra
ns
luc
en
cy
(m
m)
ID: 49057 (n = 184)
Crown-rump length (mm)
Cycle 5
From: 16/05/2008
To: 31/10/2008
40 45 50 55 60 65 70 75 80 85 90
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
68 (37%)
116 (63%)Bias = 0.08mm
4 NT values greater than 4mm shown as 4mm
Nu
ch
al
Tra
ns
luc
en
cy
(m
m)
ID: 49057 (n = 184)
Crown-rump length (mm)
Cycle 5
From: 16/05/2008
To: 31/10/2008
40 45 50 55 60 65 70 75 80 85 90
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
68 (37%)
116 (63%)Bias = 0.08mm
4 NT values greater than 4mm shown as 4mm
DQASS
DQASS diagnostics for
biochemistry
• MoM values should be centred on 1.0 when viewed together, by gestation, by weight, by smoking status, by ethnicity …
• Small deviations from this target can have important implications for screening
Gestational age
Gestation (weeks)
MoM
PA
PP
-A
10 11 12 13 14
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1.4
1.5
1.6
1.7
n= 1
n= 28
n= 227
n= 1137
n= 3710 n= 2539
n= 11
Gestation (weeks)
MoM
PA
PP
-A
10 11 12 13 14
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1.4
1.5
1.6
1.7
n= 2066n= 6793 n= 3234
n= 25
Cycle 2
Cycle 7
48
Maternal weight
Weight group
MoM
Fre
e b
eta
-hC
G
<50kg
50-60kg
60-70kg
70-80kg
80-90kg
90-100kg
100-110kg
110-120kg>120kg
0.7
0.8
0.9
1.0
1.1
1.2
1.3n= 368
n= 1818 n= 2404n= 1409
n= 706n= 385
n= 170
n= 88
n= 46
Weight group
MoM
Fre
e b
eta
-hC
G
<50kg
50-60kg
60-70kg
70-80kg
80-90kg
90-100kg
100-110kg
110-120kg
>120kg
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1.4
1.5
n=638n=3043
n=3870 n=2326 n=1211
n=614 n=273
n=136n=88
Cycle 2
Cycle 7
49
Smoking status Cycle 2
Cycle 7
Smoking status
MoM
Inhib
in
No Yes
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1.4
1.5
n= 4729
n= 1119
Smoking status
MoM
Inhib
in
Non-Smoker Smoker
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1.4
1.5
n= 2821
n= 563
50
Ethnicity Cycle 2
Cycle 7 Ethnic origin
MoM
PA
PP
-A
Caucasian
Afro-Caribbean
AsianMixed
Oriental
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1.4
1.5
1.6
1.7
n= 7907
n= 2054
n= 563
n= 373
n= 176
Ethnic origin
MoM
PA
PP
-A
Caucasian
Afro-CaribbeanAsian
OrientalOther
0.7
0.8
0.9
1.0
1.1
1.2
1.3
1.4
1.5
n=7881n=1979
n=1608 n=263
n=469
51
CUSUM
52
Time 1 2 3 4 5 6 7 8 9 10
Deviation from target 0 0 0 0 0.5 0.5 0.5 0.5 0.5 0.5
Cumulative sum 0 0 0 0 0.5 1 1.5 2 2.5 3
0
0.5
1
1.5
2
2.5
3
3.5
0 2 4 6 8 10 12
CU
SUM
Time
Change points
A change of -10% was
introduced around the
middle of September.
This is detected
relatively quickly.
A change of -5% was
introduced around the
middle of September.
This takes longer to
detect.
53
Nu
cha
l T
ran
slu
ce
nc
y (
mm
)
ID: 49057 (n = 184)
Crown-rump length (mm)
Cycle 5
From: 16/05/2008
To: 31/10/2008
40 45 50 55 60 65 70 75 80 85 90
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
68 (37%)
116 (63%)Bias = 0.08mm
4 NT values greater than 4mm shown as 4mm
Expected relationship with CRL
Expected degree of scatter about the curve
DQASS Diagnostics: Nuchal Translucency
Nu
ch
al T
ran
slu
ce
ncy (
mm
)ID: Sample (n = 300)
Crown-rump length (mm)
Cycle
From: NA
To: NA
40 45 50 55 60 65 70 75 80 85 90
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
152 (51%)
148 (49%)Bias = 0mm
Nu
ch
al T
ran
slu
ce
ncy (
mm
)
ID: Sample (n = 300)
Crown-rump length (mm)
Cycle
From: NA
To: NA
40 45 50 55 60 65 70 75 80 85 90
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
152 (51%)
148 (49%)Bias = 0mm
Nuchal T
ranslu
cency (
mm
)
ID: Sample (n = 300)
Crown-rump length (mm)
Cycle
From: NA
To: NA
40 45 50 55 60 65 70 75 80 85 90
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
287 (96%)
13 (4%)Bias = -0.58mm
Bias
Nu
ch
al T
ran
slu
ce
ncy (
mm
)
ID: Sample (n = 300)
Crown-rump length (mm)
Cycle
From: NA
To: NA
40 45 50 55 60 65 70 75 80 85 90
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
152 (51%)
148 (49%)Bias = 0mm
Bias
Nuchal T
ranslu
cency (
mm
)
ID: Sample (n = 300)
Crown-rump length (mm)
Cycle
From: NA
To: NA
40 45 50 55 60 65 70 75 80 85 90
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
12 (4%)
288 (96%)Bias = 0.55mm
1 NT value greater than 4mm shown as 4mm
0.0 0.1 0.2 0.3 0.4 0.5 0.6
020
40
60
80
100
Bias
(mm)
Pro
port
ion
of
tests
10% of all scans, bias of 0.60mm
Illustration (n = 4 sonographers)
0.0 0.1 0.2 0.3 0.4 0.5 0.6
Bias
(mm)
Pro
port
ion
of
tests
Illustration (n = 4 sonographers)
30% of all scans, bias of 0.34mm
020
40
60
80
100
0.0 0.1 0.2 0.3 0.4 0.5 0.6
020
40
60
80
100
Bias
(mm)
Pro
port
ion
of
tests
Area = Average bias
Illustration (n = 4 sonographers)
0.0 0.1 0.2 0.3 0.4 0.5 0.6
Bias
(mm)
Pro
port
ion
of
tests
Illustration (n = 4 sonographers)
020
40
60
80
100
0.0 0.1 0.2 0.3 0.4 0.5 0.6
0
20
40
60
80
100
Bias
(mm)
Pro
port
ion
of
tests
Illustration (n = 4 sonographers)
Other outputs from DQASS
Parameter estimates for configuring the screening program. Example: Twin effect for Inhibin-A.
MoM
1.4 1.6 1.8 2 2.2 2.4 2.6 2.8 3 3.2 3.4
Cycle 18
Cycle 19
Pooled
Nu
ch
al T
ran
slu
ce
ncy (
mm
)
ID: Sample (n = 300)
Crown-rump length (mm)
Cycle
From: NA
To: NA
40 45 50 55 60 65 70 75 80 85 90
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
152 (51%)
148 (49%)Bias = 0mm
Spread
Nu
cha
l T
ran
slu
ce
nc
y (
mm
)
ID: Sample (n = 300)
Crown-rump length (mm)
Cycle
From: NA
To: NA
40 45 50 55 60 65 70 75 80 85 90
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
159 (53%)
141 (47%)Bias = -0.01mm
Spread decreased: 0.43
Nu
ch
al T
ran
slu
ce
ncy (
mm
)
ID: Sample (n = 300)
Crown-rump length (mm)
Cycle
From: NA
To: NA
40 45 50 55 60 65 70 75 80 85 90
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
152 (51%)
148 (49%)Bias = 0mm
Trend
Nu
cha
l T
ran
slu
ce
nc
y (
mm
)
ID: Sample (n = 300)
Crown-rump length (mm)
Cycle
From: NA
To: NA
40 45 50 55 60 65 70 75 80 85 90
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
130 (43%)
170 (57%)Bias = 0.09mm
Trend deviation
2 NT values greater than 4mm shown as 4mm
Nu
ch
al T
ran
slu
ce
ncy (
mm
)
ID: Sample (n = 300)
Crown-rump length (mm)
Cycle
From: NA
To: NA
40 45 50 55 60 65 70 75 80 85 90
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
152 (51%)
148 (49%)Bias = 0mm
Trend
Nuchal T
ranslu
cency (
mm
)
ID: Sample (n = 300)
Crown-rump length (mm)
Cycle
From: NA
To: NA
40 45 50 55 60 65 70 75 80 85 90
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
168 (56%)
132 (44%)Bias = -0.07mm
Trend deviation
1 NT value greater than 4mm shown as 4mm
Hospital Summary Report
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Cycle reports for biochemistry-
PAPP-A
Estimated proportion of median MoMs outside 5%
Best
Worst
DQASS 88
DQASS 99
Rationale
• Need for sufficient precision to estimate
performance (standardised SPR)
• To enable monitoring of laboratory
medians and early detection of change
points
• For proficiency/expertise
log
(M
oM
)
-50
-40
-30
-20
-10
0
10
20
log
(M
oM
)
-50
-40
-30
-20
-10
0
10
20
log
(M
oM
)
-50
-40
-30
-20
-10
0
10
20
log
(M
oM
)
-50
-40
-30
-20
-10
0
10
20
Sample
log
(M
oM
)
-50
-40
-30
-20
-10
0
10
20
0 200 400 600 800 1000
Sample
log
(MoM
)-250
-200
-150
-100
-50
0
50
0 2500 5000
5 labs 1,000 samples
1 lab5,000 samples
DQASS
• Feedback and support to sonographers laboratories, hospitals and suppliers
• Monitoring at the local and national level
• A national database: evidence on screening parameters, effects of smoking ethnicity etc
Cycle by cycle feedback to individual
laboratories
0
10
20
30
40
50
60
AFP hCG uE3 Inhibin
Esti
mate
d p
rop
ort
ion
(%
) of M
oM
valu
es
ou
tsid
e 5
%
Cycle 1 Cycle 2 Cycle 3
0.0 0.1 0.2 0.3 0.4 0.5 0.6
020
40
60
80
100
Bias
(mm)
Pro
port
ion
of
tests
10% of all scans, bias of 0.60mm
Illustration (n = 4 sonographers)
0.0 0.1 0.2 0.3 0.4 0.5 0.6
Bias
(mm)
Pro
port
ion
of
tests
Illustration (n = 4 sonographers)
30% of all scans, bias of 0.34mm
020
40
60
80
100
0.0 0.1 0.2 0.3 0.4 0.5 0.6
020
40
60
80
100
Bias
(mm)
Pro
port
ion
of
tests
Area = Average bias
Illustration (n = 4 sonographers)
0.0 0.1 0.2 0.3 0.4 0.5 0.6
Bias
(mm)
Pro
port
ion
of
tests
Illustration (n = 4 sonographers)
020
40
60
80
100
0.0 0.1 0.2 0.3 0.4 0.5 0.6
0
20
40
60
80
100
Bias
(mm)
Pro
port
ion
of
tests
Illustration (n = 4 sonographers)
0.0 0.1 0.2 0.3 0.4 0.5 0.6 0.7
0
10
20
30
40
50
60
70
80
90
100
Bias (mm)
Pro
po
rtio
n o
f W
om
en
Scre
en
ed
National
Cycle 8: Reference
Cycle 12:
Cycle 11:
Cycle 10:
Cycle 12:
1841 Sonographers
203601 Scans
1.24% < 25 scans
Cycle 11:
1759 Sonographers
188472 Scans
1.37% < 25 scans
Cycle 10:
1599 Sonographers
167944 Scans
1.91% < 25 scans
46.92% 42.38% 6.91% 3.79%
57.55% 38.40% 3.29% 0.77%
60.94% 36.39% 2.08% 0.59%
DQASS NT-QA
Consistent provision
March 2007: SPR 5.9% September 2012: SPR 2.5%
Combined15%
Quadruple9%
Triple48%
Double27%
Integrated1%
Combined
Quadruple
Triple
Double
IntegratedCombined
80%
Quadruple19%
Integrated1%
Combined
Quadruple
Integrated
Cycle Scans (000,s) Sonograhers (n) Green (%)8 (Apr-Sep 2010) 102 884 35
9 128 1,160 39
10 168 1,599 47
11 188 1,759 58
12 (Apr-Sep 2012) 204 1,841 61
Improving Quality
0
10
20
30
40
50
60
70
80
90
100
8 9 10 11 12
Pro
po
rtio
n g
ree
n (%
)
Cycle
Improving Quality
All
regions
What Next
• Choice of screening test
• Choice of risk cut-off
• QA of screening (what, why, how)
• DQASS Reports
• Monitoring program performance
Double Test: AFP + hCG
False Positive Rate (%)
De
tectio
n R
ate
(%
)
0 2 4 6 8 10
02
04
06
08
01
00
1 in 100
1 in 150
1 in 200
1 in 250
Double Test: AFP + free beta hCG
False Positive Rate (%)
De
tectio
n R
ate
(%
)
0 2 4 6 8 10
02
04
06
08
01
00
1 in 100
1 in 150
1 in 2001 in 250
Triple Test: AFP + hCG + uE3
False Positive Rate (%)
De
tectio
n R
ate
(%
)
0 2 4 6 8 10
02
04
06
08
01
00
1 in 100
1 in 150
1 in 2001 in 250
Triple Test: AFP + free beta hCG + uE3
False Positive Rate (%)
De
tectio
n R
ate
(%
)
0 2 4 6 8 10
02
04
06
08
01
00
1 in 100
1 in 1501 in 200
1 in 250
Combined Test: NT + free beta hCG + PAPP-A
Week 11False Positive Rate (%)
De
tectio
n R
ate
(%
)
0 2 4 6 8 10
02
04
06
08
01
00
1 in 100
1 in 150
1 in 2001 in 250
Combined Test: NT + free beta hCG + PAPP-A
Week 12False Positive Rate (%)
De
tectio
n R
ate
(%
)
0 2 4 6 8 10
02
04
06
08
01
00
1 in 100
1 in 150
1 in 2001 in 250
Combined Test: NT + free beta hCG + PAPP-A
Week 13False Positive Rate (%)
De
tectio
n R
ate
(%
)
0 2 4 6 8 10
02
04
06
08
01
00
1 in 100
1 in 150
1 in 2001 in 250
Quad test (hCG)
False Positive Rate (%)
De
tectio
n R
ate
(%
)
0 2 4 6 8 10
02
04
06
08
01
00
1 in 100
1 in 1501 in 200
1 in 250
Quad test (free beta hCG)
False Positive Rate (%)
De
tectio
n R
ate
(%
)
0 2 4 6 8 10
02
04
06
08
01
00
1 in 100
1 in 1501 in 200
1 in 250
Integrated Test
Week 11False Positive Rate (%)
De
tectio
n R
ate
(%
)
0 2 4 6 8 10
02
04
06
08
01
00
1 in 1001 in 150
1 in 2001 in 250
Integrated Test
Week 12False Positive Rate (%)
De
tectio
n R
ate
(%
)
0 2 4 6 8 10
02
04
06
08
01
00
1 in 100
1 in 1501 in 200
1 in 250
Integrated Test
Week 13False Positive Rate (%)
De
tectio
n R
ate
(%
)
0 2 4 6 8 10
02
04
06
08
01
00
1 in 100
1 in 1501 in 200
1 in 250
Overview
• What
– Quick overview of first and second trimester
screening
• Why
– The effects of errors from different sources
• How
– The DQASS process
DQASS A service, funded by the NHS, to
support the improvement of quality
and effectiveness of prenatal
screening in the UK
Based in Plymouth, Devon
Louise Armitage
Amy Baker
Andy Baker*
Nathan Eastwood*
Barry Nix
Paul Newell*
Dave Worthington
Dave Wright
Jade
Report production
Feedback Improvements
Data submissions
Quality Assurance Support Service
People (2.8 full time equivalents):
Louise Armitage (admin) Amy Baker Andy Bailey Paul Newell Dave Wright Dave Worthington (Biochemist) Barry Nix (Statistician)
Statisticians DQASS
Cycle 1 Cycle 2 Cycle 3 Cycle 4 Cycle 5 Cycle 6 Cycle 7 Cycle 8 Cycle 9
Oct-06 Mar 07 Apr 07 Sep-07 Oct-07 Mar-08 Apr 08 Sep-08 Oct-08 Mar-09 Apr 09 Sep-09 Oct-09 Mar-10 Apr 10 Sep-10 Oct-10 Mar-11
2008 2011
PND
type
Number
2003/2004
Number
2004/2005
Number
2005/2006
Number
2006/2007
Number
2007/2008
Number
2008/2009
Number
2009/2010
Amnio 28,700 24,349 22,625 14,733 12,932 12,145 9,894
CVS 8,268 7,980 7,819 4, 781 4,681 3,520 3,701
*TOTA
L 36,968 32,329 30,444 19,514 17,613 15,665 13,595
Total screening tests
PND as % of screening tests
Total births
Percentage acceptance
365,775
4.81%
409,346
3.83%
427,527
3.18%
690,721 708, 711 706,248
52.95% 57.76% 60.53%
Improved Outcomes: Invasive Tests
AFP
Weight (kg)
AF
P M
oM
40 50 60 70 80 90 100 120 140
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
Gestation (days)
AF
P
100 110 120 130 140 150
20
30
40
50
60
70
80 Wk 15 Wk 16 Wk 17 Wk 18 Wk 19 Wk 20
123
AFP Effects on AFP
MoM AFP
0.1 0.5 1.0 1.5 2.0 3.0
T risomy 21
T risomy 18
T risomy 13
African
Caribbean
Chinese
Oriental
Asian
Bangladeshi
Indian
Pakistani
Smoking
124
uE3
Weight (kg)
uE
3 M
oM
40 50 60 70 80 90 110 130 150
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
Gestation (days)
uE
3
100 110 120 130 140 150
1
2
3
4
5
6
78
10
15
20 Wk 15 Wk 16 Wk 17 Wk 18 Wk 19 Wk 20
125
Effects on uE3
MoM uE3
0.1 0.5 1.0 1.5 2.0 3.0
T risomy 21
T risomy 18
T risomy 13
African
Caribbean
Chinese
Oriental
Asian
Bangladeshi
Indian
Pakistani
Smoking
uE3
126
hCG
Weight (kg)
hC
G M
oM
40 50 60 70 80 90 100 120 140
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
Gestation (days)
hC
G
100 110 120 130 140 150
10
20
30
40
50 Wk 15 Wk 16 Wk 17 Wk 18 Wk 19 Wk 20
127
hCG Effects on hCG
MoM hCG
0.1 0.5 1.0 1.5 2.0 3.0
T risomy 21
T risomy 18
T risomy 13
African
Caribbean
Chinese
Asian
Indian
Pakistani
Smoking
128
Free β-hCG (T2)
Weight (kg)
Fre
e b
eta
hC
G M
oM
40 50 60 70 80 90 100 120 140
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
Gestation (days)
Fre
e b
eta
hC
G
100 110 120 130 140 150
5
10
15
20
25
30 Wk 15 Wk 16 Wk 17 Wk 18 Wk 19 Wk 20
129
Free β-hCG (T2) Effects on Free ß-hCG (T2)
MoM Free ß-hCG (T2)
0.1 0.5 1.0 1.5 2.0 3.0
T risomy 21
African
Caribbean
Black Other
Asian
Bangladeshi
Indian
Pakistani
Other Asian
Chinese
Oriental
Smoking
130
Gestation (days)
Inhib
in
100 110 120 130 140 150
100
150
200
250
300
Wk 15 Wk 16 Wk 17 Wk 18 Wk 19 Wk 20
Weight (kg)
Inhib
in M
oM
40 50 60 70 80 90 100 120 140
0.2
0.4
0.6
0.8
1.0
1.2
1.4
1.6
1.8
2.0
Inhibin
131
Effects on Inhibin
MoM Inhibin
0.1 0.5 1.0 1.5 2.0 3.0
T risomy 21
Asian
Caribbean
Smoking
Inhibin
132
The (near) perfect world of biochemistry
Cyprus
Gestation (weeks)
PA
PP
-A M
oM
7 8 9 10 11 12 13
0.8
0.9
1.0
1.1
1.2
1.3
1.4
1.5
n= 1
n= 812
n= 4787 n= 4231n= 1426
n= 311
n= 72
n= 2
Median Standard
The median MoM value for any sub-population defined by time period, gestational age, maternal weight, smoking status and ethnicity should lie within 5% of the target value of 1.
Median MoM by gestation