OBJECTIVE— A key consideration when setting up genetic studies is the case definition. For diabetic nephropathy, the case definition is typically based on the presence of albuminuria. However, it has been long debated whether diabetic nephropathy cases defined in this way may have a high prevalence of nondiabetic kidney disease, especially if diabetic retinopathy is absent.

RESEARCH DESIGN AND METHODS— We performed a meta-analysis of 53 studies comprising 17,791 subjects investigating the angiotensin-I converting enzyme insertion/deletion polymorphism, taking into account the requirement for diabetic retinopathy in the case definition and assuming a random-effects model.

RESULTS— No publication bias was observed. The overall pooled odds ratio (OR) for all 53 studies was 0.78 (95% CI 0.70–0.87; P < 0.001), which indicated a significant protection against diabetic nephropathy for genotype II compared with carriage of the D-allele. The pooled OR for the 11 studies (n = 3,413) requiring diabetic retinopathy in the case definition was 0.68 (0.53–0.86; P = 0.002), and this was not significantly different from the pooled OR of 0.81 (0.71–0.92; P = 0.001) obtained from the 42 remaining studies (n = 14,378) (P = 0.198). This lack of any significant effect of diabetic retinopathy was reiterated in subgroup analyses based on the type of diabetes present.

CONCLUSIONS— Stipulating the presence of diabetic retinopathy in the case definition of diabetic nephropathy did not appear to confer tangible benefits when detecting genetic associations. Besides reducing sample sizes, this stipulation makes the interpretation of genetic associations more difficult due to the potential confounding presence of diabetic retinopathy.

Despite pharmacological interventions, diabetic nephropathy is the major cause of end-stage renal disease in many developed countries (1). The efficacy of such interventions may be dependent on patient genotypes, and epidemiological evidence firmly supports a role for genetic susceptibility in the development of diabetic nephropathy in both type 1 and type 2 diabetes (2). Identification of the genes responsible holds the promise for greater insight into the pathophysiology of this debilitating complication and may ultimately provide novel therapies for disease prevention and intervention.

A key consideration when setting up genetic studies for diabetic nephropathy is the case definition. Because diabetic nephropathy is rarely diagnosed using invasive kidney biopsies, the case definition of this complication in genetic studies is typically based on the presence of albuminuria (3). However, applying this case definition, it is plausible that there is a substantial number of subjects who were classified as having diabetic nephropathy but actually have nondiabetic kidney disease instead. This misclassification in genetic studies will be expected to drive any true association toward the null. In an attempt to circumvent this problem, certain investigators have proposed that diabetic nephropathy cases should be required to have diabetic retinopathy as well. The rationale for this proposal is that several studies have suggested that albuminuria can be attributed with confidence to diabetic nephropathy if diabetic retinopathy is present (4).

The vital question remains whether the stipulation of diabetic retinopathy does indeed facilitate the identification of susceptibility genes for diabetic nephropathy in real-life association studies. To address this issue, we performed a meta-analysis on the association between diabetic nephropathy and the ACE insertion/deletion polymorphism (ACE I/D), taking diabetic retinopathy status into account. This genetic marker is the most extensively studied polymorphism to date for diabetic nephropathy; as such, data from 53 studies comprising 17,791 subjects were available for this meta-analysis.

We used a preexisting dataset based on 47 studies published from January 1994 through March 2004 that examined the association between ACE I/D and diabetic nephropathy (3). This dataset was subsequently expanded in 2006 by the addition of six later studies to a total of 53 studies comprising 17,791 subjects (510). Briefly, studies were considered if they provided sufficient information for a comparison of the ACE I/D genotype distribution between case and control subjects. Case subjects were type 1 or type 2 diabetic subjects fulfilling the minimal criterion of microalbuminuria, whereas control subjects were defined predominantly on the basis of normoalbuminuria. Of the 53 studies, 11 specifically required the concomitant presence of diabetic retinopathy when defining cases of diabetic nephropathy (Table 1).

Statistical analyses.

Funnel plots of the effect estimate based on log-odds ratio were plotted against its SE to evaluate the possibility of publication bias (11). The magnitude of the genetic association between ACE I/D and diabetic nephropathy was obtained by calculating the odds ratio (OR) and its associated 95% CI. A random effects model was used based on the assumption that the studies represented a random sample from the larger population of such studies, with each having its own underlying effect size. Under this model, it is assumed that the study-specific OR varies in response to a mean population effect size. Because the random effects model takes into account the interstudy heterogeneity, such as differences in study design and case definitions for diabetic nephropathy, it provides a more conservative evaluation of the significance of the association than one based on fixed effects (12).

A total of 53 studies (n = 9,556 case and 8,235 control subjects) fulfilled the criteria for inclusion in this review (Table 1). Twenty-one studies involved type 1 diabetic subjects (n = 4,154), while the remaining 32 studies were conducted on patients with type 2 diabetes (n = 13,637). The potential presence of publication bias was assessed using funnel plots of the estimate of log-odds ratio for the genotype II versus DD/ID against its SE (Fig. 1A). Considerable scatter was observed around the pooled log-odds ratio estimate when the reciprocal of the SE was small and approached convergence to form a symmetrical funnel, as this reciprocal increased when all 53 studies were assessed. Similarly, there was no evidence of such bias when the 53 studies were analyzed separately, depending on whether they required the concomitant diabetic retinopathy in the case definitions (Fig. 1B and 1C).

The overall pooled OR for all 53 studies was 0.78 (95% CI 0.70–0.87; P < 0.001), which indicated a significant protection against diabetic nephropathy for genotype II compared with carriage of the D-allele (Fig. 2). The pooled OR for the 11 studies (n = 3,413) requiring diabetic retinopathy in the case definition was 0.68 (0.53–0.86; P = 0.002), and this was not significantly different from the pooled OR of 0.81 (0.71–0.92; P = 0.001) obtained from the 42 remaining studies (n = 14,378) that eschewed the corroborative presence of diabetic retinopathy (P = 0.198) (Fig. 2).

In subgroup analyses on 21 studies conducted on 4,154 type 1 diabetic patients, the overall pooled OR was 0.84 (95% CI 0.68–1.05; P = 0.119). The pooled OR for five studies (n = 1,759) requiring diabetic retinopathy status in case subjects was 0.78 (0.58–1.06; P = 0.110), and this was similar to the pooled OR of 0.85 (0.63–1.13; P = 0.255) for the remaining 16 type 1 diabetes studies (n = 2,395) (P = 0.704). In corresponding subgroup analyses, the overall pooled OR was 0.75 (0.66–0.86; P < 0.001) for the 32 studies comprising 13,637 type 2 diabetic patients. The pooled OR for six studies (n = 1,654) requiring diabetic retinopathy in the case definitions was 0.54 (0.36–0.82; P = 0.004), which was not significantly smaller than the pooled OR of 0.79 (0.69–0.91; P = 0.001) for the 26 remaining type 2 diabetes studies (n = 11,983) (P = 0.087).

We considered the possibility that this lack of effect of diabetic retinopathy may be due to the fact that case subjects in some studies may have had a high prevalence of this complication even though it was not explicitly required in the case definition. Because these studies would have been placed under the category of studies not requiring diabetic retinopathy in the preceding analyses, the anticipated outcome would have been to drive any apparent effect of diabetic retinopathy toward the null. To clarify this issue, we scrutinized the published reports and found that of the 42 studies that did not specifically stipulate diabetic retinopathy in the case definition, 25 did provide sufficient clinical information for us to determine the prevalence of diabetic retinopathy among the case subjects (Table 1). Seven studies, in which diabetic retinopathy was present in at least a majority (80%) of cases, were selected from among these (Table 1). These studies were combined with the 11 studies that specified diabetic retinopathy in their case definitions for comparison with the other remaining studies. The overall pooled ORs for these 18 studies (n = 4,414) was 0.71 (95% CI 0.58–0.87; P = 0.001) compared with 0.82 (0.72–0.94; P = 0.003) for the 35 remaining studies (n = 13,377) (P = 0.249) (online appendix supplementary Fig. 1 available at http://dx.doi.org/10.2337/db08-0581]). Confining our analyses to just the 36 studies that provided information about diabetic retinopathy also yielded similar findings (data not shown). No significant differences associated with the requirement for diabetic retinopathy were observed in either patients with type 1 (P = 0.448) or type 2 diabetes (P = 0.236).

The promise of new insights into the pathogenesis of diabetic nephropathy is fuelling intense efforts to identify genes conferring risk of the complication (1315). While much of the attention has been placed on attaining large sample sizes to provide power for detecting small effects, another key consideration is the case definition of diabetic nephropathy. In this study, we reviewed the literature on the association of ACE I/D and diabetic nephropathy and found evidence suggesting that stipulating the concomitant presence of diabetic retinopathy in order to corroborate a diagnosis of diabetic nephropathy is unlikely to yield significant benefits when searching for genetic associations.

The inclusion of diabetic retinopathy in the case definition is commonplace in the published literature on ACE I/D. Of the 53 studies, 21% imposed this requirement, and this was comparable in studies focusing on either type 1 or type 2 diabetic patients (24 and 19% respectively). This practice is likely based on several studies that found that only a subset of patients with proteinuria and/or azotemia have kidney biopsies that substantiated a diagnosis of diabetic glomerulopathy, which has subsequently been taken to mean that proteinuria per se is insufficient as conclusive evidence of diabetic nephropathy (1620). However, in a systematic review of nine published reports and their data (21), Oslen and Mogensen deliberated on this issue and proposed that a very likely reason for the high prevalence of nondiabetic kidney disease was the fact that most of the reports were based on biased groups of patients who were inadvertently selected for such nondiabetic kidney conditions (21). Another potential explanatory factor was the application of a differing criterion for diagnosing glomerulonephritis, a major contributor to nondiabetic kidney disease (21).

In our literature review, several points emerged that should be highlighted. Of the 11 studies that required diabetic retinopathy in the case definition, 9 studies did not require that their control subjects have diabetic retinopathy as well. It was also striking that one study specifically required that its control subjects be free of diabetic retinopathy when all its case subjects had this eye complication (Table 1). Understandably, one would be hard pressed to determine whether any observed association between ACE I/D and diabetic nephropathy, diabetic retinopathy, or even a combination of both complications truly exists.

In practical terms, the requirement for diabetic retinopathy in control subjects will inadvertently diminish the overall size of the study population, which is already limited by the requirement that case subjects have diabetic retinopathy. Unfortunately, on the basis of our present results, this drop in sample size and consequent drop in power come without any tangible reciprocal benefit that would be expected if disease misclassification among cases had been rampant in the absence of diabetic retinopathy as previously suggested (20). Moreover, because recent studies suggested that the majority (70–74%) of albuminuric type 2 diabetic patients do indeed have diabetic glomerulopathy even in the absence of diabetic retinopathy (22,23), it becomes questionable whether genetic associations found in studies using diabetic retinopathy can be readily extrapolated to these diabetic nephropathy patients. Nevertheless, it is noteworthy that the overall pooled OR was slightly but consistently higher in studies where diabetic retinopathy was prevalent, although even with the large dataset under review, this difference failed to reach statistical significance. One may thus consider the possibility that including diabetic retinopathy helps in the identification of potential genetic factors for common underlying traits that may manifest as a joint retinal-renal phenotype.

Several strengths and limitations of our study should be discussed. On a positive note, the meta-analysis was conducted on a substantial dataset comprising 17,791 patients from 53 studies. Moreover, there was no overt sign of publication bias that would argue against the validity of our results, with funnel plot analyses indicating that small studies with negative findings were as likely to be published as large studies with positive findings. In addition, we performed subgroup analyses according to whether the patients had type 1 or type 2 diabetes. This distinction was relevant because of the debate as to whether nondiabetic kidney disease is more common in albuminuric patients with type 1 or type 2 diabetes (16,24).

A main limitation is that our study was restricted to ACE I/D. This decision was borne of necessity because ACE I/D is the most extensively studied polymorphism to date with regards to diabetic nephropathy, and there is a severe lack of extensive studies into other genetic markers. Despite this situation, our study manages to render a first critical insight into the issue. Finally, reports of late have provided evidence that diabetic nephropathy may be associated with specific risk haplotypes at the ACE locus. However, a meta-analysis on ACE haplotypes is precluded due to a paucity of such reports (10,25).

In conclusion, our study using real-life association data suggests that the presence of diabetic retinopathy may be of limited practical value for defining cases of diabetic nephropathy when seeking genetic associations. In addition, the reduced sample sizes arising from such a stipulation may make it harder to detect these associations. Interpretation of the results from such studies could also be hampered by the possible confounding presence of diabetic retinopathy if left uncontrolled.

FIG. 1.

Funnel plot for the evaluation of publication bias in studies of association of ACE I/D for all 53 studies (A), 42 studies not requiring retinopathy in the case definition (B), and 11 studies requiring diabetic retinopathy to corroborate the presence of diabetic nephropathy (C). DR, diabetic retinopathy.

FIG. 1.

Funnel plot for the evaluation of publication bias in studies of association of ACE I/D for all 53 studies (A), 42 studies not requiring retinopathy in the case definition (B), and 11 studies requiring diabetic retinopathy to corroborate the presence of diabetic nephropathy (C). DR, diabetic retinopathy.

Close modal
FIG. 2.

OR and the associated 95% CI comparing ACE II with ID/DD genotypes in all 53 studies, which comprised 42 studies not requiring diabetic retinopathy in the case definition and 11 studies requiring diabetic retinopathy (DR).

FIG. 2.

OR and the associated 95% CI comparing ACE II with ID/DD genotypes in all 53 studies, which comprised 42 studies not requiring diabetic retinopathy in the case definition and 11 studies requiring diabetic retinopathy (DR).

Close modal
TABLE 1

Summary of 53 studies on ACE I/D and diabetic neuropathy

Lead authorYearDiabetes typeCase definition requires DRCase subjects with DR (%)Control definition requires DRControl subjects with DR (%)Case genotypes (n)
Control genotypes (n)
DDIDIIDDIDII
Doria 1994 Type 1 No 70.0 No 21.0 24 35 15 16 41 20 
Powrie 1994 Type 1 No NA No NA 24 37 24 
Dudley 1995 Type 2 No 22.1 No 19.0 47 85 31 70 148 49 
Fujisawa 1995 Type 2 No NA No NA 23 24 12 17 
Mizuiri 1995 Type 2 Yes 100.0 No NA 19 50 11 11 11 
Panagiotopoulos 1995 Type 2 No NA No NA 15 25 10 42 44 29 
Schmidt 1995 Type 1 No 74.6 No 63.9 52 38 24 55 55 23 
Tarnow 1995 Type 1 Yes 100.0 No 65.0 63 95 40 67 77 46 
Rabensteiner 1995 Type 1 No NA No NA 16 39 33 15 
Chowdhury 1996 Type 1 Yes 100.0 No NA 78 124 40 55 79 32 
Doi 1996 Type 2 No 93.9 No 69.4 29 85 50 12 56 56 
Nakajima 1996 Type 2 No NA No NA 14 50 37 19 18 
Oh 1996 Type 1 No 83.9 No 42.9 10 12 10 11 
Ohno 1996 Type 2 No 58.2 No 37.7 15 38 26 15 33 
Yoshida 1996 Type 2 Yes 100.0 No 48.0 19 28 25 46 43 
Barnas 1997 Type 1 No 100.0 No 78.0 14 27 21 15 
Hibberd 1997 Type 1 Yes 100.0 No 46.5 21 42 36 43 
Jeffers 1997 Type 2 No NA No NA 23 20 139 218 102 
Marre 1997 Type 1 Yes 100.0 Yes 100.0 119 168 50 48 69 40 
Ringel 1997 Type 1 No 41.0 No 20.4 35 68 31 57 130 39 
Ringel 1997 Type 2 No 35.4 No 15.0 44 84 33 35 69 36 
Demurov 1997 Type 1 No NA No NA 24 29 24 32 20 
Schmidt 1997 Type 2 No 64.7 No 35.3 121 129 61 131 154 62 
Pfohl 1998 Type 1 No 87.0 No 87.0 17 15 15 18 
Freire 1998 Type 1 No 38.0 No 10.0 33 32 12 34 45 10 
Grzeszczak 1998 Type 2 No 48.9 No 39.2 129 230 103 73 118 63 
Hanyu 1998 Type 2 Yes 100.0 Yes 100.0 13 14 
Huang 1998 Type 2 No NA No NA 11 16 20 25 
Wu 1998 Type 2 No NA No NA 12 18 21 11 
Bouhanick 1999 Type 1 No NA No NA 19 34 10 
De Cosmo 1999 Type 1 Yes 100.0 No NA 73 79 23 65 53 18 
Kuramoto 1999 Type 2 No 42.4 No 13.8 16 13 13 
Miura 1999 Type 1 No 71.4 No 44.7 13 49 36 10 58 35 
Vleming 1999 Type 1 No 100.0 No NA 39 24 16 26 34 22 
Wong 1999 Type 2 No 96.0 No 30.0 30 43 12 40 36 
Hsieh 2000 Type 2 No NA No NA 40 59 80 21 50 86 
van Ittersum 2000 Type 1 No 71.0 No 28.2 13 33 23 49 86 53 
Araz 2001 Type 2 No 70.0 No 31.7 34 64 18 43 57 23 
Azar 2001 Type 1 No NA No NA 23 27 
Gohda 2001 Type 2 No NA No NA 85 222 229 31 92 89 
Taniwaki 2001 Type 2 No 84.9 No 72.5 14 40 32 12 26 31 
Viswanathan 2001 Type 2 Yes 100.0 No* 0.0 24 45 17 10 
Fradin 2002 Type 2 No 35.0 No 19.5 38 61 18 44 54 20 
Lee 2002 Type 2 No NA No NA 40 137 117 39 170 208 
Ha 2003 Type 2 Yes 100.0 No 39.4 43 62 35 57 33 
Hadjadj 2003 Type 2 No 4.5 No 2.0 1119 1468 552 208 282 115 
Okuno 2003 Type 2 No 50.0 No 26.3 12 21 
Arzu Ergen 2004 Type 2 No 16.0 No 22.0 11 24 21 
Degirmenci 2005 Type 2 No NA No NA 12 25 30 47 19 
Shestakova 2005 Type 1 No NA No NA 13 35 15 12 30 24 
Canani 2005 Type 2 Yes 100.0 No NA 126 181 66 181 308 120 
Wang 2005 Type 2 No 77.9 No NA 19 43 36 128 496 559 
Ng 2006 Type 2 No NA No NA 96 148 47 52 83 32 
Lead authorYearDiabetes typeCase definition requires DRCase subjects with DR (%)Control definition requires DRControl subjects with DR (%)Case genotypes (n)
Control genotypes (n)
DDIDIIDDIDII
Doria 1994 Type 1 No 70.0 No 21.0 24 35 15 16 41 20 
Powrie 1994 Type 1 No NA No NA 24 37 24 
Dudley 1995 Type 2 No 22.1 No 19.0 47 85 31 70 148 49 
Fujisawa 1995 Type 2 No NA No NA 23 24 12 17 
Mizuiri 1995 Type 2 Yes 100.0 No NA 19 50 11 11 11 
Panagiotopoulos 1995 Type 2 No NA No NA 15 25 10 42 44 29 
Schmidt 1995 Type 1 No 74.6 No 63.9 52 38 24 55 55 23 
Tarnow 1995 Type 1 Yes 100.0 No 65.0 63 95 40 67 77 46 
Rabensteiner 1995 Type 1 No NA No NA 16 39 33 15 
Chowdhury 1996 Type 1 Yes 100.0 No NA 78 124 40 55 79 32 
Doi 1996 Type 2 No 93.9 No 69.4 29 85 50 12 56 56 
Nakajima 1996 Type 2 No NA No NA 14 50 37 19 18 
Oh 1996 Type 1 No 83.9 No 42.9 10 12 10 11 
Ohno 1996 Type 2 No 58.2 No 37.7 15 38 26 15 33 
Yoshida 1996 Type 2 Yes 100.0 No 48.0 19 28 25 46 43 
Barnas 1997 Type 1 No 100.0 No 78.0 14 27 21 15 
Hibberd 1997 Type 1 Yes 100.0 No 46.5 21 42 36 43 
Jeffers 1997 Type 2 No NA No NA 23 20 139 218 102 
Marre 1997 Type 1 Yes 100.0 Yes 100.0 119 168 50 48 69 40 
Ringel 1997 Type 1 No 41.0 No 20.4 35 68 31 57 130 39 
Ringel 1997 Type 2 No 35.4 No 15.0 44 84 33 35 69 36 
Demurov 1997 Type 1 No NA No NA 24 29 24 32 20 
Schmidt 1997 Type 2 No 64.7 No 35.3 121 129 61 131 154 62 
Pfohl 1998 Type 1 No 87.0 No 87.0 17 15 15 18 
Freire 1998 Type 1 No 38.0 No 10.0 33 32 12 34 45 10 
Grzeszczak 1998 Type 2 No 48.9 No 39.2 129 230 103 73 118 63 
Hanyu 1998 Type 2 Yes 100.0 Yes 100.0 13 14 
Huang 1998 Type 2 No NA No NA 11 16 20 25 
Wu 1998 Type 2 No NA No NA 12 18 21 11 
Bouhanick 1999 Type 1 No NA No NA 19 34 10 
De Cosmo 1999 Type 1 Yes 100.0 No NA 73 79 23 65 53 18 
Kuramoto 1999 Type 2 No 42.4 No 13.8 16 13 13 
Miura 1999 Type 1 No 71.4 No 44.7 13 49 36 10 58 35 
Vleming 1999 Type 1 No 100.0 No NA 39 24 16 26 34 22 
Wong 1999 Type 2 No 96.0 No 30.0 30 43 12 40 36 
Hsieh 2000 Type 2 No NA No NA 40 59 80 21 50 86 
van Ittersum 2000 Type 1 No 71.0 No 28.2 13 33 23 49 86 53 
Araz 2001 Type 2 No 70.0 No 31.7 34 64 18 43 57 23 
Azar 2001 Type 1 No NA No NA 23 27 
Gohda 2001 Type 2 No NA No NA 85 222 229 31 92 89 
Taniwaki 2001 Type 2 No 84.9 No 72.5 14 40 32 12 26 31 
Viswanathan 2001 Type 2 Yes 100.0 No* 0.0 24 45 17 10 
Fradin 2002 Type 2 No 35.0 No 19.5 38 61 18 44 54 20 
Lee 2002 Type 2 No NA No NA 40 137 117 39 170 208 
Ha 2003 Type 2 Yes 100.0 No 39.4 43 62 35 57 33 
Hadjadj 2003 Type 2 No 4.5 No 2.0 1119 1468 552 208 282 115 
Okuno 2003 Type 2 No 50.0 No 26.3 12 21 
Arzu Ergen 2004 Type 2 No 16.0 No 22.0 11 24 21 
Degirmenci 2005 Type 2 No NA No NA 12 25 30 47 19 
Shestakova 2005 Type 1 No NA No NA 13 35 15 12 30 24 
Canani 2005 Type 2 Yes 100.0 No NA 126 181 66 181 308 120 
Wang 2005 Type 2 No 77.9 No NA 19 43 36 128 496 559 
Ng 2006 Type 2 No NA No NA 96 148 47 52 83 32 

The first 47 studies have been previously referenced (ref. 3).

*

Absence of diabetic retinopathy specifically required in control subjects of this study. DR, diabetic retinopathy; NA, information on diabetic retinopathy not available.

Published ahead of print at http://diabetes.diabetesjournals.org on 3 June 2008.

Readers may use this article as long as the work is properly cited, the use is educational and not for profit, and the work is not altered. See http://creativecommons.org/licenses/by-nc-nd/3.0/ for details.

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.

This study was supported by the National Medical Research Council, Singapore (NMRC/0850/2003, NMRC/1018/2005).

We thank Siti Nurbaya (National University of Singapore) for assisting with the literature review.

1.
Jones CA, Krolewski AS, Rogus J, Xue JL, Collins A, Warram JH: Epidemic of end-stage renal disease in people with diabetes in the United States population: do we know the cause?
Kidney Int
67
:
1684
–1691,
2005
2.
Ng DPK, Krolewski AS: Molecular genetic approaches for studying the etiology of diabetic nephropathy.
Current Mol Med
5
:
511
–527,
2005
3.
Ng DPK, Tai BC, Koh D, Tan KW, Chia KS: Angiotensin-I Converting Enzyme Insertion/Deletion Polymorphism and Diabetic Nephropathy: A Meta-analysis of Studies reported during 1994–2004 and comprising 14,727 Subjects.
Diabetologia
48
:
1008
–1016,
2005
4.
Remuzzi G, Schieppati A, Ruggenenti P: Clinical practice. Nephropathy in patients with type 2 diabetes.
N Engl J Med
346
:
1145
–1151,
2002
5.
Arzu Ergen H, Hatemi H, Agachan B, Camlica H, Isbir T: Angiotensin-I converting enzyme gene polymorphism in Turkish type 2 diabetic patients.
Exp Mol Med
36
:
345
–350,
2004
6.
Degirmenci I, Kebapci N, Basaran A, Efe B, Gunes HV, Akalin A, Kurt H, Urhan M, Demirustu C: Frequency of angiotensin-converting enzyme gene polymorphism in Turkish type 2 diabetic subjects.
Int J Clin Pract
59
:
1137
–1142,
2005
7.
Shestakova MV, Vikulova OK, Nosikov VV: Role of genetic factors and arterial hypertension in development and progression of diabetic nephropathy (diabetic nephropathy) in type 1 diabetes mellitus.
Diabetes
54
(Suppl. 1):
A195
,
2005
8.
Canani LH, Costa LA, Crispim D, Gonçalves Dos Santos K, Roisenberg I, Lisbôa HR, Sarturi Tres G, Maia AL, Gross JL: The presence of allele D of angiotensin-converting enzyme polymorphism is associated with diabetic nephropathy in patients with less than 10 years duration of type 2 diabetes.
Diabet Med
22
:
1167
–1172,
2005
9.
Wang Y, Ng MCY, So WY, Tong PC, Ma RC, Chow CC, Cockram CS, Chan JC: Prognostic effect of insertion/deletion polymorphism of the ACE gene on renal and cardiovascular clinical outcomes in Chinese patients with type 2 diabetes.
Diabetes Care
28
:
348
–354,
2005
10.
Ng DPK, Placha G, Choo S, Chia KS, Warram JH, Krolewski AS: A disease haplotype for advanced nephropathy in type 2 diabetes at the ACE locus.
Diabetes
55
:
2660
–2663,
2006
11.
Whitehead A: Meta-analysis of controlled clinical trials. Chichester: John Wiley & Sons:197–213,
2002
12.
Fleiss JL: The statistical basis of meta-analysis.
Statistical Methods in Medical Research
2
:
121
–145,
1993
13.
Mueller PW, Rogus JJ, Cleary PA, Zhao Y, Smiles AM, Steffes MW, Bucksa J, Gibson TB, Cordovado SK, Krolewski AS, Nierras CR, Warram JH: Genetics of Kidneys in Diabetes (GoKinD) study: a genetics collection available for identifying genetic susceptibility factors for diabetic nephropathy in type 1 diabetes.
J Am Soc Nephrol
17
:
1782
–1790,
2006
14.
Knowler WC, Coresh J, Elston RC, Freedman BI, Iyengar SK, Kimmel PL, Olson JM, Plaetke R, Sedor JR, Seldin MF, The Family Investigation of Nephropathy and Diabetes Research Group: Family Investigation of Nephropathy and Diabetes Res Group. The Family Investigation of Nephropathy and Diabetes (FIND): design and methods.
J Diabetes Complications
19
:
1
–9,
2005
15.
Tarnow L, Groop PH, Hadjadj S, Kazeem G, Cambien F, Marre M, Forsblom C, Parving HH, Trégouët D, Thévard A, Farrall M, Gut I, Gauguier D, Cox R, Matsuda F, Lathrop M, Vionnet N, The EURAGEDIC Consortium: European rational approach for the genetics of diabetic complications–EURAGEDIC: patient populations and strategy.
Nephrol Dial Transplant
23
:
161
–168,
2008
16.
Richards NT, Greaves I, Lee SJ, Howie AJ, Adu D, Michael J: Increased prevalence of renal biopsy findings other than diabetic glomerulopathy in type II diabetes mellitus.
Nephrol Dial Transplant
7
:
397
–399,
1992
17.
Amoah E, Glickman JL, Malchoff CD, Sturgill BC, Kaiser DL, Bolton WK: Clinical identification of nondiabetic renal disease in diabetic patients with type I and type II disease presenting with renal dysfunction.
Am J Nephrol
8
:
204
–211,
1988
18.
Suzuki D, Takano H, Toyoda M, Umezono T, Uehara G, Sakai T, Zhang SY, Mori Y, Yagame M, Endoh M, Sakai H: Evaluation of renal biopsy samples of patients with diabetic nephropathy.
Intern Med
40
:
1077
–1084,
2001
19.
Parving HH, Gall MA, Skøtt P, Jørgensen HE, Løkkegaard H, Jørgensen F, Nielsen B, Larsen S: Prevalence and causes of albuminuria in non-insulin-dependent diabetic patients.
Kidney Int
41
:
758
–762,
1992
20.
John GT, Date A, Korula A, Jeyaseelan L, Shastry JC, Jacob CK: Nondiabetic renal disease in noninsulin-dependent diabetics in a south Indian Hospital.
Nephron
67
:
441
–443,
1994
21.
Olsen S, Mogensen CE: How often is NIDDM complicated with non-diabetic renal disease? An analysis of renal biopsies and the literature.
Diabetologia
39
:
1638
–1645,
1996
22.
Serra A, Romero R, Bayés B, Lopez D, Bonet J: Is there a need for changes in renal biopsy criteria in proteinuria in type 2 diabetes?
Diabetes Res Clin Pract
58
:
149
–153,
2002
23.
Christensen PK, Larsen S, Horn T, Olsen S, Parving HH: Causes of albuminuria in patients with type 2 diabetes without diabetic retinopathy.
Kidney Int
58
:
1719
–1731,
2000
24.
Mauer SM, Steffes MW, Ellis EN, Sutherland DE, Brown DM, Goetz FC: Structural-functional relationships in diabetic nephropathy.
J Clin Invest
74
:
1143
–1155,
1984
25.
Hadjadj S, Tarnow L, Forsblom C, Kazeem G, Marre M, Groop PH, Parving HH, Cambien F, Tregouet DA, Gut IG, Théva A, Gauguier D, Farrall M, Cox R, Matsuda F, Lathrop M, Hager-Vionnet N, The EURAGEDIC (European Rational Approach for Genetics of Diabetic Complications) Study Group: Association between angiotensin-converting enzyme gene polymorphisms and diabetic nephropathy: case-control, haplotype, and family-based study in three European populations.
J Am Soc Nephrol
18
:
1284
–1291,
2007

Supplementary data