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1 From the Division of Radiology (B.R.H., M.E.B., E.S.), Department of Nephrology and Hypertension (E.D.P.), and Department of Quantitative Health Sciences (N.A.O.), Cleveland Clinic, 9500 Euclid Ave, Desk Hb6, Cleveland, OH 44195. Received August 29, 2007; revision requested October 29; revision received November 17; accepted January 8, 2008; final version accepted February 19. Supported in part by a research award from the Society of Computed Body Tomography. Address correspondence to B.R.H. (e-mail: hertsb@ccf.org).
| ABSTRACT |
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Materials and Methods: The study was HIPAA compliant and institutional review board approved for medical chart review; the requirement for informed patient consent was waived. Patients (n = 5138; 2569 women, 2569 men, 753 African Americans, 4385 non–African Americans) examined during a 2-year period formed the final study group after exclusion of patients undergoing dialysis (n = 49), for whom no age data were recorded (n = 9), and younger than 18 years (n = 113). Patient age, sex, and race and the blood urea nitrogen, albumin, and serum creatinine levels most recently measured within 6 months before CT were obtained from the electronic medical records. The number of patients with creatinine levels higher than 1.4 mg/dL was directly compared with the number of patients with eGFR values (calculated with four- and six-variable Modification of Diet in Renal Disease [MDRD] equations) lower than 60 mL/min/1.73 m2 by using the two-tailed McNemar test. For 2689 patients, data to calculate the eGFR by using the four-variable equation were available, and for 2005 patients, data to calculate the eGFR by using the six-variable equation were available.
Results: Among the outpatients scheduled to undergo CT, the percentage of patients with an eGFR lower than 60 mL/min/1.73 m2 was significantly greater than the percentage of patients with a creatinine level higher than 1.4 mg/dL for both the four-variable (412 [15.3%] vs 166 [6.2%] of 2689 patients) and the six-variable (346 [17.3%] vs 117 [5.8%] of 2005 patients) MDRD equation groups (P < .001).
Conclusion: A significantly higher number of outpatients scheduled for contrast medium–enhanced CT met the National Kidney Foundation criteria for renal insufficiency when the MDRD equations were used to estimate the glomerular filtration rate compared with the number of outpatients who met the criteria on the basis of elevated creatinine levels.
© RSNA, 2008
| INTRODUCTION |
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Serum creatinine level generally has been used as a surrogate measure of renal function in place of creatinine clearance or inulin clearance, the reference standard, because serum creatinine level measurements are readily available, minimally invasive, and inexpensive. Before the Kidney Disease Outcomes Quality Initiative guidelines were published by the National Kidney Foundation, patients with mildly elevated creatinine levels (1.5–1.9 mg/dL) generally were considered to have mild renal insufficiency and to have some—but not a highly—increased risk for CIN. Patients with moderately elevated creatinine levels (
2.0 mg/dL) were considered to have moderate renal insufficiency and a higher risk for CIN. The cutoff creatinine levels at which radiologists consider it safe to administer contrast media with respect to the risk of CIN vary widely (7).
The National Kidney Foundation has reported that the glomerular filtration rate (GFR), either measured or estimated, is a better determinant of kidney function than the serum creatinine level (8). Furthermore, nephrologists now recommend using estimated or measured GFR rather than creatinine level alone to identify individuals at risk for CIN (9). The estimated GFR can be calculated by using formulas based on the serum creatinine level in combination with the subject's weight, age, sex, race, blood urea nitrogen (BUN) level, and/or albumin level (10,11). It should be noted, however, that the equations used to estimate the GFR are empirically derived and are not considered accurate in patients who have normal renal function (12).
It is estimated that 4% of outpatients who present for contrast medium–enhanced CT have an elevated creatinine level (13,14). To our knowledge, however, the relationship, among patients referred for CT, between number of patients with serum creatinine level–based reduced renal function and number of patients with estimated GFR–based reduced renal function is unknown. The use of estimated GFR rather than creatinine level to identify patients with CKD could result in a larger number of patients who would need to be considered for renal protective strategies or who might be considered at an unacceptable risk of CIN. The purpose of our study was to determine whether using estimated GFR values rather than serum creatinine levels to identify patients with renal insufficiency facilitates any substantial change in the number of outpatients scheduled for CT who are considered at increased risk for CIN.
| MATERIALS AND METHODS |
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Electronic medical records (EpicCare; EPIC Systems, Verona, Wis) were used to gather the following data for each patient: date of birth, sex, race—specifically African American or non–African American, all serum creatinine levels measured within the 180 days prior to the date of CT, all BUN measurements, and all albumin measurements.
The 5138 patients whose data were included had a median age at the time of CT of 60 years (mean age, 58.5 years; age range, 18–97 years). There were 2569 male and 2569 female patients; 753 patients were African Americans, and 4385 were non–African Americans. The creatinine levels of 2689 patients (1326 women, including 260 [19.6%] African Americans; 1363 men, including 175 [12.8%] African Americans) were recorded within 180 days before the CT examination. In 2005 of these 2689 patients (1003 women, including 184 [18.3%] African Americans; 1002 men, including 127 [12.7%] African Americans), albumin and BUN levels were also recorded within 6 months before CT (Table 1).
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The estimated GFR was calculated by using the MDRD equations. These equations were used because they are the best formulas available for estimating the GFR in outpatients with CKD (11,12) and because this is the method for estimating kidney function advocated by the National Kidney Foundation. As such, the findings of our study can be better generalized to other institutions. The four- and six-variable MDRD equations are cited in the Appendix.
Populations Examined by Using Serum Creatinine Level versus Estimated GFR
In those patients who had the data needed to calculate the estimated GFR by using the four-variable MDRD equation, the numbers and percentages of patients with serum creatinine levels of less than or equal to 1.4 mg/dL, 1.5–1.9 mg/dL, 2.0–2.4 mg/dL, and higher than 2.4 mg/dL and of patients with estimated GFR values of greater than or equal to 90 mL/min/1.73 m2, 60–89 mL/min/1.73 m2 (stage 2 or mild CKD), 30–59 mL/min/1.73 m2 (stage 3 or moderate CKD), and less than 30 mL/min/1.73 m2 (stage 4 or 5, or severe CKD and renal failure) were determined.
Similarly, for those patients who had the data needed to use the six-variable MDRD equation, the numbers and percentages of patients with serum creatinine levels of less than or equal to 1.4 mg/dL, 1.5–1.9 mg/dL, 2.0–2.4 mg/dL, and higher than 2.4 mg/dL and of patients with estimated GFR values of greater than or equal to 90 mL/min/1.73 m2, 60–89 mL/min/1.73 m2, 30–59 mL/min/1.73 m2, and less than 30 mL/min/1.73 m2 were determined (8).
Subsequently, among both the patients with available four-variable equation data and those with available six-variable equation data, the number of patients with reduced renal function based on a creatinine level higher than 1.4 mg/dL was compared with the number of patients with reduced renal function based on an estimated GFR lower than 60 mL/min/1.73 m2. We chose these definitions to identify patients at higher risk for CIN due to CKD on the basis of a greater than 50% reduction in renal function; this cutoff is also used by the Canadian Association of Radiologists (15). This comparative analysis was performed for the entire study population and then for the race- and sex-based subpopulations: African Americans, non–African Americans, women, and men.
Patients with Creatinine Level–based Normal Renal Function and Abnormal Estimated GFR
We also determined, among the patients with available four- and six-variable MDRD equation data, the number of patients whose creatinine level–based renal insufficiency status differed from the estimated GFR–based renal insufficiency status. Specifically, we determined the number of patients with a creatinine level of less than or equal to 1.4 mg/dL (normal) who had estimated GFR values of less 60 mL/min/1.73 m2 and less than 30 mL/min/1.73 m2 (abnormal), and the number of patients with creatinine levels of 1.5–1.9 mg/dL (abnormal) who had estimated GFR values of less 60 mL/min/1.73 m2 and less than 30 mL/min/1.73 m2.
Data Abstraction
We also manually abstracted data from the electronic medical records to verify the electronic data derivation in a subset of the patients. A sample of 48 patients was randomly selected for abstraction. Abstraction was performed by a licensed registered nurse with more than 10 years of critical care experience and more than 1 year of abstraction experience. Abstraction consisted of a manual review of the electronic medical records that spanned the time range of 3 months before to 3 months after every contrast-enhanced CT examination. The following variables were abstracted and compared: medical record number; patient age, sex, and race; CT examination date; serum creatinine level and measurement date; and BUN level and measurement date. Data abstraction was used to assess the accuracy of the electronic data because it was not feasible to check all data for accuracy in a data set of this size. The abstraction process consisted of manually checking data in a smaller subset of patients and estimating the accuracy for the entire data set.
Statistical Analysis
The two-tailed McNemar test was used to compare the numbers of patients considered to have reduced renal function on the basis of the two criteria (creatinine level > 1.4 mg/dL and estimated GFR < 60 mL/min/1.73 m2). P < .05 was considered to indicate a significant difference.
| RESULTS |
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When we used the four-variable MDRD equation to calculate the estimated GFR, 1251 (46.5%) of the 2689 patients had an estimated GFR of greater than or equal to 90 mL/min/1.73 m2; 1026 (38.2%) patients, an estimated GFR of 60–89 mL/min/1.73 m2; 406 (15.1%) patients, an estimated GFR of 30–59 mL/min/1.73 m2; and six (0.2%) patients, an estimated GFR lower than 30 mL/min/1.73 m2.
Of the 2005 patients with available six-variable MDRD equation data (age, sex, race, creatinine level, BUN level, and albumin level), 1888 (94.2%) had a creatinine level of less than or equal to 1.4 mg/dL; 101 (5.0%), a creatinine level of 1.5–1.9 mg/dL; 15 (0.8%), a creatinine level of 2.0–2.4 mg/dL; and one (0.05%), a creatinine level higher than 2.4 mg/dL.
When we used the six-variable MDRD equation to calculate the estimated GFR, 898 (44.8%) of the 2005 patients had an estimated GFR of greater than or equal to 90 mL/min/1.73 m2; 761 (38.0%), an estimated GFR of 60–89 mL/min/1.73 m2; 333 (16.6%), an estimated GFR of 30–59 mL/min/1.73 m2; and 13 (0.6%), an estimated GFR lower than 30 mL/min/1.73 m2.
Thus, with use of the four-variable MDRD equation, 6.2% (166 of 2689) of patients had an elevated creatinine level (>1.4 mg/dL) compared with 15.3% (412 of 2689) of patients with an estimated GFR lower than 60 mL/min/1.73 m2, and with use of the six-variable MDRD equation, 5.8% (117 of 2005) of patients had an elevated creatinine level compared with 17.3% (346 of 2005) of patients with an estimated GFR lower than 60 mL/min/1.73 m2. The percentage of patients with an estimated GFR lower than 60 mL/min/1.73 m2 was significantly larger than the percentage of patients with a creatinine level higher than 1.4 mg/dL at both four-variable and six-variable MDRD equation analyses (P < .001).
Race- and Sex-based Differences in Renal Sufficiency Status
Race- and sex-based differences between the percentage of patients with renal insufficiency based on a creatinine level higher than 1.4 mg/dL and the percentage of patients with renal insufficiency based on an estimated GFR lower than 60 mL/min/1.73 m2 were also significant (Table 2). Among the African American patients, there were significantly fewer patients with a creatinine level higher than 1.4 mg/dL than patients with an estimated GFR lower than 60 mL/min/1.73 m2 at both four-variable (25 [5.8%] vs 38 [8.7%] of 435 patients) and six-variable (16 [5.1%] vs 36 [11.6%]) of 311 patients) MDRD equation analyses (P < .001).
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Among the female patients, there were significantly fewer patients with a creatinine level higher than 1.4 mg/dL than patients with an estimated GFR lower than 60 mL/min/1.73 m2 at both four-variable (46 [3.5%] vs 206 [15.5%] of 1326 patients) and six-variable (34 [3.4%] vs 168 [16.8%] of 1003 patients) MDRD equation analyses (P < .001).
Among the male patients, there were significantly fewer patients with a creatinine level higher than 1.4 mg/dL than patients with an estimated GFR lower than 60 mL/min/1.73 m2 at both four-variable (119 [8.7%] vs 206 [15.1%] of 1363 patients) and six-variable (83 [8.3%] vs 164 [16.4%] of 1002 patients) MDRD equation analyses (P < .001).
Patients with Creatinine Level–based Normal Renal Function but Estimated GFR–based Reduced Renal Function, and Vice Versa
Of the patients with available MDRD equation data, 2524 had normal creatinine values (
1.4 mg/dL), and 250 (9.9%) of these patients had an estimated GFR lower than 60 mL/min/1.73 m2. Four (0.2%) of the 2269 patients with an estimated GFR greater than or equal to 60 mL/min/1.73 m2 had a creatinine level higher than 1.4 mg/dL (Table 3). Of the patients with available six-variable MDRD equation data, 1888 had normal creatinine values, and 217 (11.5%) of these patients had an estimated GFR lower than 60 mL/min/1.73 m2. Two (0.1%) of the 1888 patients, who had an estimated GFR higher than 60 mL/min/1.73 m2, had a creatinine level higher than 1.4 mg/dL.
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Data Abstraction
There were no discrepancies regarding patient age, sex, or race between the abstracted and retrospectively measured data. In one discrepant case, the creatinine level category (>1.4 vs
1.4 mg/dL) of one (2.1%) of the 48 patients changed: Creatinine data for days 1 and 7 before CT were missing from the analyzed data set; the creatinine level was 1.5 mg/dL on both days. The analyzed data set rather included a creatinine value of 1.4 mg/dL for 24 days prior to CT. There were two (4.2%) discrepancies in which the patient's estimated GFR category (<60 vs
60 mL/min/1.73 m2) changed: The analyzed data set included slightly different creatinine values (1.4 mg/dL rather than abstracted value of 1.2 mg/dL and 1.6 mg/dL rather than abstracted value of 1.5 mg/dL) and thus yielded slightly different estimated GFR values (54 vs 64 mL/min/1.73 m2 and 59 vs 63 mL/min/1.73 m2, respectively).
| DISCUSSION |
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The risk factors for CIN have been addressed and the prevention strategies have been compared in many publications (19–22). Diabetes and preexisting CKD, particularly when these coexist, represent the biggest risk factors for developing CIN (1,2). Therefore, it is critically important to identify patients with CKD before administering contrast medium.
Serum creatinine measurement is not standardized among different laboratories, so these values are often poor measures of CKD (23–25). In one study, 15% of patients with a normal creatinine level had a creatinine clearance of less than 50 mL/min when the Cockcroft-Gault (CG) equation was used (26). Furthermore, the relationships between serum creatinine level and patient age, sex, and race are poorly understood. Nonnephrologists do not identify CKD in patients in large part because of their inability to interpret serum creatinine levels in the context of the patient's age, sex, and race (27). The National Kidney Foundation now recommends using estimated GFR values to screen for and stage CKD. Patients with stage 1 CKD have a GFR of greater than or equal to 90 mL/min/1.73 m2 without reduced renal function. Patients with stage 2 CKD have a GFR of 60–89 mL/min/1.73 m2, which corresponds to mildly reduced renal function. Patients with stage 3 CKD have a GFR of 30–59 mL/min/1.73 m2, which corresponds to moderately reduced renal function. Patients with stage 4 CKD have a GFR of 15–29 mL/min/1.73 m2, which corresponds to severely reduced renal function. Patients with stage 5 CKD have a GFR lower than 15 mL/min/1.73 m2, which corresponds to renal failure. Patients with stage 3 CKD are considered to have a greater than 50% reduction in renal function (8).
If serum creatinine level is no longer recommended as the single best marker of renal function, it is imperative that radiologists understand how using the GFR—the estimated GFR especially—will affect the identification of patients who are considered to have CKD and thus may require renal protection strategies before contrast medium administration. However, to our knowledge, there are no data yet to suggest that we will be able to reduce the incidence of CIN by using estimated GFR values instead of serum creatinine levels.
Estimated GFR is a far more practical tool than measured creatinine for identifying patients with CKD in a screening setting, such as identifying patients at risk for CIN before CT scanning. Estimated GFR is not an ideal parameter, but it is considered a better screening tool than creatinine level alone (28). Both the CG equation and the MDRD equation are commonly used to estimate renal function with use of creatinine clearance and GFR values, respectively (10,29). In estimating renal function, one attempts to adjust creatinine levels for muscle mass and patient age, which is an independent risk for CKD that is factored into the CG and MDRD equations (30). In addition to patient age, patient weight is factored into the CG equation as a surrogate marker of muscle mass, and for all females, a constant factor of 0.85 is used to adjust creatinine levels for the lower mass. With the MDRD equation, a combination of the sex and the race of the patient is used to account for differences in muscle mass by applying data derived from a cohort of subjects known to have CKD. It is important to note that the patient's weight is not needed to apply the MDRD equation because this variable is modeled into the mathematical equation; hence, the result is reported in milliliters per minute per 1.73 m2. It is noteworthy that both the CG equation and the MDRD equation are empirically derived and thus have limitations; however, the MDRD equation is considered more accurate than both the CG equation and the measured creatinine clearance (9).
Although the MDRD equation is more accurate than the CG equation for estimating GFR in patients with CKD, neither formula is particularly accurate for estimations in healthy patients (31). The MDRD is more precise and accurate than the CG equation for estimating low GFR values, which are found in populations at risk for CIN (32). This is why we used the MDRD formula in our study. However, this equation is also not accurate in acutely ill hospitalized patients and therefore may not be a good screening tool for GFR in this population (33). Thus, we did not include inpatients in our study. Furthermore, the CG equation was developed by using an inpatient population and therefore was not appropriate for use in our study. Other parameters used to estimate the GFR include level of serum cystatin C, a low-molecular-weight cysteine proteinase, but this is not in widespread use (34).
Although there are a few published studies on the incidence of CIN in patients who receive intravenous injections of contrast medium (17), none of these address the number of patients with risk factors for CIN who present for CT scanning or how using the estimated GFR rather than the creatinine level could alter treatment management (17,35,36). Our study results show that a significantly larger number of patients meet the criteria for moderately reduced renal function (stage 3 or greater CKD) when the MDRD equation is used to estimate the GFR compared with the number of patients who meet the criteria on the basis of mildly or moderately elevated creatinine levels. This was true regardless of the race or sex of the patient. We found that approximately 2.5 times as many patients met the GFR-based criterion for reduced renal function—an estimated GFR lower than 60 mL/min/1.73 m2—than had an elevated serum creatinine level (>1.4 mg/dL). Similar to Duncan et al (26), we identified nearly 10% of patients with normal serum creatinine levels who had moderately reduced renal function by using estimated GFR values calculated with the MDRD equations. Restated, nearly 10% of the patients who initially were considered not to have an increased risk for CIN actually had stage 3 CKD. This is a potentially serious problem and suggests that using estimated GFR values may be a better method of identifying those at risk for CIN.
There were limitations to our study. First and foremost, data retrieval from the electronic medical records was limited to discrete data points around the time of the CT examination. Thus, we were not able to practically exclude patients with normal creatinine values who were undergoing hemodialysis or peritoneal dialysis; however, in actual practice, this constitutes a small percentage of our outpatients. Also, we have not yet studied the changes in renal function after CT examination to determine whether we can better identify those who will develop CIN with estimated GFR values or with creatinine levels. The number of patients who go on to develop CIN and the question of how to define CIN by using GFR values are the subjects of an ongoing investigation at our institution. Furthermore, data abstraction revealed that electronically derived data are not 100% accurate.
We also did not review the medical records of the patients who did not have available creatinine values to determine if any adverse effects on renal function occurred after intravenous contrast medium administration. However, this would have been impractical in a patient population this large and was not the primary purpose of our study. Finally, we did not include all patients who presented for CT scanning, regardless of whether they received contrast medium, because we had no way of reliably determining how many patients underwent CT without contrast material because of a specific indication (eg, sinus CT or head CT for intracranial bleeding) or a history of contrast medium allergy and thus would have been excluded or how many patients did not receive contrast medium because of elevated creatinine levels and thus would have been included. Many patients in our study did not have a serum creatinine sample taken before undergoing CT, but this is standard clinical practice and should not be considered a major limitation (3,8,13,37).
In summary, our study findings show that a significantly larger number of outpatients, approximately 2.5 times, would be considered to have moderately reduced renal function if estimated GFR values rather than creatinine levels were used to screen for renal insufficiency before CT scanning. This was true in our study, regardless of the patient's race or sex. Further study is imperative to determine the incidence and consequences of CIN in outpatient CT populations, whether estimated GFR is a better predictor of CIN than creatinine level, and what level of reduced renal function indicates an unacceptably elevated risk of CIN.
| APPENDIX |
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The six-variable MDRD equation used to estimate the GFR is as follows: GFR = 170 · Cr–0.999 · A–0.176 · 0.762 (if female) · 1.18 (if African American) · BUN–0.170 · ALB0.318, where ALB is albumin level.
| ADVANCES IN KNOWLEDGE |
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| IMPLICATION FOR PATIENT CARE |
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| ACKNOWLEDGMENTS |
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| FOOTNOTES |
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Abbreviations: BUN = blood urea nitrogen CG = Cockcroft-Gault CIN = contrast medium–induced nephropathy CKD = chronic kidney disease GFR = glomerular filtration rate MDRD = Modification of Diet in Renal Disease
Author contributions: Guarantors of integrity of entire study, B.R.H., E.S.; study concepts/study design or data acquisition or data analysis/interpretation, all authors; manuscript drafting or manuscript revision for important intellectual content, all authors; manuscript final version approval, all authors; literature research, B.R.H., E.S., M.E.B.; clinical studies, B.R.H., E.S.; statistical analysis, N.A.O.; and manuscript editing, all authors
Authors stated no financial relationship to disclose.
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