J R Soc Med 2002;95:435-439
doi:10.1258/jrsm.95.9.435
© 2002 Royal Society of Medicine
A simple index for detection of gestational diabetes mellitus
Rafael Perea-Carrasco MD
Rocio Pérez-Coronel BSc
Rogelio Albusac-Aguilar MD 1
Manuel Lombardo-Grifol BSc
Elena Bassas-Baena de León MD
Carlos Romero-Diaz MD 1
Department of Clinical Biochemistry, Hospital General de Riotinto,
Huelva, Spain
1 Department Obstetrics and Gynaecology, Hospital General de Riotinto, Huelva,
Spain
Correspondence to: Rafael Perea-Carrasco MD, Department of Clinical
Biochemistry, Hospital Riotinto, C/Los Cantos s/n, Minas de Riotinto 21660
(Huelva), SpainE-mail:
rperea{at}hrt.sas.junta_andalucia.es
 |
SUMMARY
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The conventional screening test for gestational diabetes mellitus
is
measurement of plasma glucose 1 hour after 50 g glucose by
mouth. The
sensitivity and specificity of this test are lower
than desirable; we
therefore developed an index including other
plasma constituents. In a
preliminary study, 138 pregnant women
had the standard oral glucose load
screening test, and plasma
fructosamine and total proteins were measured, in
addition to
glucose, in the 1-hour samples. An index value (I) was calculated
as
[fructosamine (µmol/L)÷total proteins (g/L)]
x[glucose
(mmol/L)÷100].
Cut-off values for I were then assessed in a second
prospective
study, of 642 pregnant women. Definitive diagnosis of gestational
diabetes
was by oral glucose tolerance test (OGTT). The index was also
assessed
in terms of fetal macrosomia (birthweight

4000 g).
With a cut-off value of I=27.2, sensitivity was 98%, specificity 89%,
diagnostic efficiency 90%, positive likelihood ratio 8.76. Application of the
index would have avoided 42% of the OGTTs demanded by the standard screening
test, reducing false positives from about 24% to 10%. Predictive efficacy for
macrosomia was 10.3% versus 7.9%.
Our index offers an efficient screening test for gestational diabetes, and
with more stringent cut-off points may be applicable as a single-step
diagnostic procedure.
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INTRODUCTION
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Gestational diabetes mellitus
(GDM)
1, a common
metabolic alteration
in pregnancy, is important because of the obstetric
repercussionsfetal
macrosomia, hypoglycaemia, polycythaemia and
hyperbilirubinaemia,
pre-eclampsia in the mother, and neonatal
death
2. GDM was
first
described in 1952, when Jackson and co-workers observed an association
between
the grade of glucose intolerance and perinatal morbidity and
mortality.
In 1973 O'Sullivan
et
al.
3 proposed a
screening test (ST) for
the early detection of GDMplasma glucose
measurement
1 hour after oral administration of 50 g glucose. The second
(1985)
and third (1991) International Workshop Conferences on Gestational
Diabetes
Mellitus
4
suggested that this test should be performed between
weeks 24 and 28 of
gestation; and, if the result was positive,
the patient should then undergo a
glucose tolerance test (OGTT)
with 100 g oral glucose and plasma glucose
measurements at baseline
and 1, 2 and 3 hours post-load. This was considered
to provide
the definitive diagnosis of GDM.
According to the published work the ST has a sensitivity of about 78% and a
specificity of
83%5,6.
In the present study we sought to devise an index that would improve on these
figures, offering better screening capability and possibly greater ease of
diagnosis.
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PATIENTS AND METHODS
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Patients
We conducted a preliminary prospective study with 138 pregnant
women
(excluding those who were expecting multiple births) who
attended our routine
antenatal clinic. They were told that the
study, which had been approved by
the governmental health authority,
would involve additional inconvenience. All
who gave their consent
were entered consecutively into the study and all,
irrespective
of risk-factor status for GDM, underwent, between weeks 24 and
28
of gestation, the O'Sullivan
ST
3 with 50g oral
glucose load
followed by determination of plasma glucose at 1 hour. This
is
the standard ST in our hospital. For the purposes of the
present study we
measured, in addition to glucose, the concentrations
of fructosamine, total
proteins, albumin and HbA1c. A positive
ST was registered if plasma glucose
was

7.8 mmol/L. Irrespective
of whether the ST was positive or negative,
all women had a
full OGTT. For this, 100g glucose was given after a fast of
8-14
hours. The women were advised to take a carbohydrate-rich diet
(

150
g/d) and be moderately active during the three days before
the test. During
the test they rested and refrained from eating
or smoking. The concentrations
of glucose were measured at baseline
(fasting) and 1, 2 and 3 hours. As
recommended by the third
Workshop
4,
GDM was
diagnosed when at least two of the following glucose
concentrations were
observed:

5.8 mmol/L at baseline;

10.5
mmol/L at 1 hour,

9.1
mmol/L at 2 hours and

8.0 mmol/L at
3 hours.
From this initial study we generated an index (I) that statistically
discriminated between those women who were subsequently identified (on the
results of the OGTT) as having GDM and those who did not. The index was then
prospectively applied to a further 642 women attending the antenatal clinic.
These women fulfilled the same criteria as those taking part in the
preliminary study. Out of the initial 642, we were able to obtain outcome
informationbirthweight, caesarean sections, dystocia scores, and
complicationsin 578.
Methods
The oral glucose load (50 g or 100 g) was a commercial preparation
(Biomedics SL, Spain), administered chilled to minimize nausea, vomiting and
abdominal
discomfort7,8.
Plasma glucose was determined by the hexokinase method with UV absorbance at
340 nm. The imprecision of the glucose measurement was 1.1% at a concentration
of 3 mmol/L and 1.2% at a concentration of 16.6 mmol/L. These values were
obtained on 30 replicate measurements on quality control sera Precinorm and
Precipath (Roche Diagnostics, USA) performed over 30 consecutive days.
Fructosamien was measured by the tetrazolium blue colorimetric method at an
absorbance of 552 nm and with a calibrator normalized with glycosylated
poly-L-lysine. The imprecision of the fructosamine measurements was 3.0% at a
concentration of 268 µmol/L and was derived from 30 replicate measurements
of control sera (Precinorm) measured over 30 consecutive days. Total proteins
were measured by the biuret method. The imprecision was 1.4% at a
concentration of 5.14 g/dL and 1.2% at a concentration of 5.12 g/dL. The
values were derived from 30 replicate measurements on control sera (Precinorm
and Precipath) performed over 30 consecutive days.
All the measurements were made in a Hitachi 717 auto-analyzer (Hitachi,
Japan) with commercial reagents from Roche Diagnostics. The blood samples were
taken in the hospital's outpatient antenatal clinic or at the primary
healthcare centre if that was the patient's choice. In the latter case, the
samples were immediately centrifuged on site and transported on ice to the
hospital laboratory.
The index I derived from the analyte measurements
conducted on the 1 hour post-load blood sample was defined as:
We introduced the 100 as a denominator so as to
bring the values of
I
within a practicable range. In the above
formula,
I can be converted to
conventional units by expressing
total proteins in g/dL, glucose in mg/dL and
fructosamine in
µmol/L.
Statistical analyses
The ST measurements of glucose, fructosamine, total proteins, albumin,
HbA1c, together with birthweight, type of birth, Apgar score,
I index and the OGTT definitive GDM diagnosis were entered into a data
spreadsheet (Excel, Microsoft). To obtain the cut-off point of I, we
initially applied the Shapiro-Wilk test to the calculated values of I
generated from the preliminary study, to assess the normality of distribution.
The distribution was found to be non-Gaussian; therefore non-parametric
methods (2.5th percentile) were used to select the cut-off point.
To assess the diagnostic value of I we used the GraphROC 2.0 program
for Windows to calculate sensitivity, specificity, positive predictive value,
negative predictive value, diagnostic efficiency, positive likelihood ratio
and negative likelihood ratio. The exact 95% confidence intervals (95% CI)
were calculated from the standard error of proportions or according to
Miettinen's test.
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RESULTS
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Preliminary study
The 2.5th percentile (
n=12 of the 138 women) value of
I was
27.2,
or 49.0 with conventional units. This was adopted as the statistical
cut-off
point to differentiate between those with and those without
GDM in the
second part of the study.
Assessment of I as a screening tool
A value of I < 27.2 (index negative) was used to reject the
diagnosis of GDM, and I
27.2 (index positive) was used to indicate
the requirement for definitive diagnosis. Of the 642 women studied, 524 were
index negative. Of the 118 who were index positive, 52 had GDM according to
the OGTT. Just one women had a false-negative result with the I index.
Table 1 summarizes the
results.
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Table 1. Comparison between the index I used as a screening tool and the standard
(50g load) screening test in the 642 women in the second phase of the
study
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Table 2 shows the number of
false positives for I in relation to the standard ST. If the I
index had been used for screening, this would have avoided about 42% of the
OGTTs performed because of suspected GDM.
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Table 2. Reduction in the numbers of oral glucose tolerance tests and of false
positives using the index I as a screening tool compared with the standard
screening test in the 642 women in the second phase of the study
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Of the 642 women initially included in the study, we were able to assess
578 with respect to birthweight. 34 babies were macrosomic (
4000g).
I
27.2 detected 32% (11/34) and the standard test detected 44%
(15/34); however efficacy in detection of macrosomia was somewhat better with
I (Table 3). The
collective results for macrosomia detection are shown in
Table 4.
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Table 4. Percentage of macrosomias in women with positive oral glucose tolerance
test (treated) and negative oral glucose tolerance test
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Assessment of I as a diagnostic tool
Using three values (<27.2, 27.2-30.5, >30.5) we explored the value of
I for one-stage diagnosis.
Of 524 women with a value of I<27.2, only one was subsequently
diagnosed as having GDMi.e. the sensitivity was 98%.
Of 62 women with an I value of 27.2-30.5, 20 were diagnosed as
having GDM, 34 were completely normal on OGTT criteria, while the other 8 were
indefinite in having only one abnormal glucose value on the
OGTT.
56 women had an I value of >30.5, of whom 32 were positive for
GDM; 4 had only one abnormal glucose value on OGTT and the other 20 had a
completely normal result. Hence, the specificity of this cut-off value is 96%
(Table 5).
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Table 5. Index I used as single-stage gestational diabetes diagnostic tool in the
642 women in the second phase of the study
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DISCUSSION
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As a screening test, the sensitivity for
I=27.2 was
98%identical
to that of the standard ST. This high sensitivity ensures
that
practically all the women with GDM were detected with this index.
Incidentally,
in our study the sensitivity of the ST was higher than that
reported
by Naylor
et
al.9 in a study
including more cases.
The specificity achieved for I as a screening tool is one of the
strong points of our study: at 89% it substantially exceeded the 75% recorded
for the standard ST. A negative index discounts GDM and a positive index
indicates the need for an OGTT. The low specificity of the ST implies that
many women with a positive result will prove to have normal glucose tolerance.
This difficulty is well recognized, and the Toronto
TriHospital9 study
recommended confining the ST to women of medium-to-high risk, so as to reduce
the number of false positives. This strategy, however, could mean that about
4% of cases were missed because the women seemed at low
risk10. These
recommendations have been adopted by the American Diabetic Association and are
adhered to by several other countries including Spain. The selective policy is
partly driven by cost, since the standard ST is inefficient and often demands
repeated investigations which are not only costly but also unpleasant for the
patient11,12,13,14,15.
The use of I reduced false-positive screening from about 24% to 10%
in the current study. Discrepancies such as negative OGTT with strongly
positive ST have been noted by several research
groups14,
15. The data in
Table 1 show that I is
much superior to the ST. An I-positive woman has a nearly 8-fold risk
of having GDM. A positive I was also somewhat superior to the ST for
prediction of macrosomia. The number of macrosomias in non-diabetic patients
who were positive for I or ST deserves attention. It raises doubt as to
the value of the OGTT for predicting this complication. An alternative to
universal
screening16,17,
recommended by the fourth Workshop on Gestational Diabetes Mellitus, is to
perform an OGTT directly on women of medium-to-high risk, or to screen
selectively. We do not think the 4% failure rate of selective screening is
acceptable. An OGTT for women at medium-to-high risk (or the diagnostic
strategy based on the 2-hour oral
load18) does have
its advocates, despite the inconvenience and discomfort.
It does not seem logical that, to achieve a diagnosis of GDM, the patient
has to be diagnosed in two stages, and we propose that the I index
could offer a single testalbeit with certain cautions. A value of
I<27.2 definitely excludes the necessity for any further testing for
GDM, and a value of I>30.5 indicates GDM with a specificity of 96%.
A value of I between 27.2 and 30.5 is borderline with respect to GDM
diagnosis. In this situation there are two options. One is to consider the
patient as diabetic and to proceed with established protocols for its
treatment; or, alternatively, perform the OGTT in all of these women
(n=62 in our study) and await confirmation of the diagnosis. The
present study indicates that if the I index was used as a diagnostic
tool, only 62 OGTTs would be needed for diagnostic confirmation, compared with
203 with the standard ST or 118 with the I index used as a screening
tool.
The measurement of fructosamine in screening for GDM is not new. It has its
proponents6 and a
greater number of detractors because of
insensitivity19,20,21.
The ratios of fructosamine to total protein or of fructosamine to
albumin22 have been
evaluated and rejected for the same reasons. However, if we multiply these
ratios by the concentration of glucose, the product value differentiates
reasonably well between diabetic and normal pregnant women.
The response to the glucose load in the diabetic patient is very variable.
Therefore it is necessary, both in screening and in diagnosis, to incorporate
a measure that is less susceptible to fluctuations. Fructosamine corrects for
variability in response to the oral glucose load by representing the mean
concentration of glucose over 1-3 weeks, while total proteins correct for the
haemodilution associated with pregnancy. As a continuous variable, glucose
cannot be used with much confidence for either screening or diagnosis. The
calculated index I is likewise a continuous variable, but a positive
has good sensitivity and specificity. Although there were 66 false positives
in our study, we suspect that some of these gestations were abnormal with
respect to carbohydrate metabolism. For screening purposes, the positive and
negative predictive values for I>27.2 are highly acceptable.
As a single-stage diagnostic tool, the technique offers further
attractions, not least convenience. However, more work with a greater number
of patients is needed to confirm the validity of the index in relation to OGTT
screening and to show how it compares with the ST in prediction of
complications other than macrosomia.
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Acknowledgments
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We thank Dr Peter R Turner, of t-SciMed (Reus, Spain) for constructive
criticism
and editorial assistance. The study was funded in part by the
Andalucia
Health Authority.
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