New Predictive Equations Improve
Monitoring of Kidney Function in Patients
With Diabetes
MARIE-CHRISTINE BEAUVIEUX, PHD
1
FRANC ¸ OISE LE MOIGNE, PD
1
CATHERINE LASSEUR, MD
2
CHRISTELLE RAFFAITIN, MD
2
CAROLINE PERLEMOINE, MD
3
NICOLE BARTHE, PD
4
PHILIPPE CHAUVEAU, MD
2
CHRISTIAN COMBE, PHD
2
HENRI GIN, PHD
3
VINCENT RIGALLEAU, PHD
3
OBJECTIVE — The Cockcroft-Gault and Modification of Diet in Renal Disease (MDRD)
equations poorly predict glomerular filtration rate (GFR) decline in diabetic patients. We sought
to discover whether new equations based on serum creatinine (the Mayo Clinic Quadratic
[MCQ] or reexpressed MDRD equations) or four cystatin C– based equations (glomerular filtra-
tion rate estimated via cystatin formula [Cys-eGFR]) were less biased and better predicted GFR
changes.
RESEARCH DESIGN AND METHODS — In 124 diabetic patients with a large range of
isotopic GFR (iGFR) (56.1 35.3 ml/min per 1.73 m
2
[range 5–164]), we compared the
performances of the equations before and after categorization in GFR tertiles. A total of 20
patients had a second determination 2 years later.
RESULTS — The Cockcroft-Gault equation was the least precise. The MDRD equation was
the most precise but the most biased according to the Bland-Altman procedure. By contrast with
the MDRD and, to a lesser extent, the MCQ, three of the four Cys-eGFRs were not biased. All
equations overestimated the low GFRs, whereas only the MDRD and Rule’s Cys-eGFR equations
underestimated the high GFRs. For the subjects studied twice, iGFR changed by -8.5 17.9
ml/min per 1.73 m
2
. GFR changes estimated by the Cockcroft-Gault (-4.5 6.8) and MDRD
(-5.7 6.2) equations did not correlate with the isotopic changes, whereas new equation-
predicted changes did: MCQ: -8.7 9.4 (r = 0.44, P 0.05) and all four Cys-eGFRs: -6.2
7.4 to -7.3 8.4 (r = 0.60 to 0.62, all P 0.005), such as 100/cystatin-C (r = 0.61, P
0.005).
CONCLUSIONS — The new predictive equations better estimate GFR than the Cockcroft-
Gault equation. Although the MDRD equation remains the most accurate, it poorly predicts GFR
decline, as it overestimates low and underestimates high GFRs. This bias is lesser with the MCQ
and Cys-eGFR equations, so they better predict GFR changes.
Diabetes Care 30:1988–1994, 2007
C
hronic kidney disease (CKD) is a
major health problem worldwide,
with dramatically rising incidence
and prevalence. Patients with diabetes are
particularly affected by this negative de-
velopment. It is necessary to stratify CKD
and estimate its progression because dia-
betes is the leading cause of end-stage re-
nal disease (1). The National Kidney
Foundation guidelines recommend esti-
mating glomerular filtration rate (GFR) in
subjects with CKD (2). According to the
National Kidney Foundation and the
American Diabetes Association, GFR can
be estimated in adults by using the Cock-
croft-Gault or the Modification of Diet in
Renal Disease (MDRD) equations (1,3).
Neither of these equations, based on se-
rum creatinine, is highly predictive of
GFR. The Cockcroft-Gault equation is
less accurate (4), biased by body weight
(5), and less robust in patients with poor
glycemic control (6). The simplified
MDRD equation allows renal function to
be classified with acceptable precision
and requires only usual information
about the patient. However, adjustment
may be required to avoid error due to
creatinine assays and calibrators (7).
Moreover, the MDRD is known to under-
estimate high or normal GFR, leading to
dramatic inaccuracy, as evidenced in the
Diabetes Control and Complications Trial
cohort (8). Only 70% of subjects overall
may be considered well stratified, accord-
ing to the Kidney Disease Outcomes
Quality Initiative, with these equations
(9). Their precision seems even worse for
estimating CKD progression, leading to
unacceptable inaccuracy (10). The esti-
mated equations reflected the measured
GFR decline only in the most advanced
(Kidney Disease Outcomes Quality Initia-
tive stage 3) cases (11), suggesting that
variable predictive performance due to GFR
level may play a role in this imprecision.
New predictive equations therefore
need to be developed and validated. They
could be based on the results of serum
creatinine in subjects with (as in the
MDRD) or without renal impairment. The
Mayo Clinic Quadratic (MCQ) equation
was established this way (12). Another
means of measurement is to include the
●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●
From the
1
Biochemistry Laboratory, Ho ˆ pital Haut-Le ´ve ˆ que, Pessac, France;
2
Nephrology, Ho ˆ pital Pellegrin,
Place Ame ´ lie Raba-Le ´ on, Bordeaux, France;
3
Nutrition and Diabetes, Ho ˆ pital Haut-Le ´ve ˆ que, Pessac, France;
and the
4
Nuclear Medicine Laboratory, Ho ˆ pital Haut-Le ´ve ˆque, Pessac, France.
Address correspondence and reprint requests to Marie-Christine Beauvieux, Laboratoire de Biochimie,
Ho ˆ pital Haut-Le ´ve ˆque, Avenue de Magellan, 33604 Bordeaux Cedex, France. E-mail: marie-
christine.beauvieux@chu-bordeaux.fr.
Received for publication 31 December 2006 and accepted in revised form 13 May 2007. DOI: 10.2337/
dc06-2637.
Additional information for this article can be found in an online appendix at http://dx.doi.org/10.2337/
dc06-2637.
Abbreviations: CKD, chronic kidney disease; Cys-eGFR, glomerular filtration rate estimated via cystatin
formula; GFR, glomerular filtration rate; iGFR, isotopic GFR; MCQ, Mayo Clinic Quadratic; MDRD, Mod-
ification of Diet in Renal Disease; rMDRD, reexpressed MDRD; ROC, receiver-operating characteristic.
A table elsewhere in this issue shows conventional and Syste `me International (SI) units and conversion
factors for many substances.
© 2007 by the American Diabetes Association.
The costs of publication of this article were defrayed in part by the payment of page charges. This article must therefore be hereby
marked “advertisement” in accordance with 18 U.S.C. Section 1734 solely to indicate this fact.
Clinical Care/Education/Nutrition/Psychosocial Research
O R I G I N A L A R T I C L E
1988 DIABETES CARE, VOLUME 30, NUMBER 8, AUGUST 2007
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