Estimating GFR in the Elderly—New Approaches to an Old Problem
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Abstract
See Clinical Research on Page 786 See Clinical Research on Page 786 In the United States, 37 million adults (15%) have predialysis chronic kidney disease (CKD) defined by albuminuria (urine albumin:creatinine ratio ≥30 mg/g) or decreased estimated glomerular filtration rate (eGFR <60 ml/min per 1.73 m2) by the Chronic Kidney Disease Epidemiology Collaboration (CKD-EPI) equation.1Centers for Disease Control and Prevention. Chronic kidney disease in the United States, 2019. Available at: https://www.cdc.gov/kidneydisease/publications-resources/2019-national-facts.html. Accessed March 16, 2019.Google Scholar Nearly half (16.3 million) of those with predialysis CKD are 65 years or older. National surveys use single random measurements of kidney markers and therefore overestimate CKD prevalence by 2 to 3 percentage points, largely due to variability in albuminuria.S1 Conversely, commonly used eGFR equations, such as the CKD-EPI or Modification of Diet in Renal Disease (MDRD), generally underestimate true glomerular filtration rate (GFR), but may overestimate it in the elderly with low muscle mass.2Raman M. Middleton R.J. Kalra P.A. Green D. Estimating renal function in old people: an in-depth review.Int Urol Nephrol. 2017; 49: 1979-1988Crossref PubMed Scopus (71) Google Scholar Precision of eGFR can be extremely important for appropriate patient management, where diagnosis of CKD, drug dosing, and proper health care utilization often depend on accurate estimates of kidney function. Few aspects of clinical care among older adults have stirred more controversy than the accuracy and precision of GFR obtained from estimating equations. In this issue, Scarr et al.3Scarr D. Bjornstad P. Lovblom L.E. et al.Estimating GFR by serum creatinine, cystatin C, and β2-microglobulin in older adults: results from the Canadian Study of Longevity in Type 1 diabetes.Kidney Int Rep. 2019; 4: 786-796Abstract Full Text Full Text PDF PubMed Scopus (12) Google Scholar assessed the performance of eGFRs by serum creatinine, cystatin C, and β2-microglobulin (β2M) as compared with measured GFR (mGFR) in older adults with and without type 1 diabetes in the Canadian Study of Longevity in Type 1 Diabetes. Seventy-five participants with type 1 diabetes and a disease duration ≥50 years were age- and sex-matched with 75 controls without diabetes, and eGFR was calculated using the MDRD; CKD-EPI, creatinine (CKD-EPIcr); CKD-EPI, cystatin C (CKD-EPIcys); CKD-EPIcr-cys; and β2M equations. GFR was also measured by the mean of 2 plasma inulin clearances. Measures of bias, precision, and accuracy were used to evaluate the performance of the eGFR equations overall and within subgroups. Bias was defined as the mean difference between eGFR and mGFR and precision was estimated from the SD of the bias. Accuracy, a marker of both bias and precision, was calculated as the percentage of eGFRs outside a 30% or 20% range of the mGFR (1 − P30 and 1 − P20), respectively. The 95% confidence intervals around these measures were calculated using a bootstrap method. The authors observed that although no participants had mGFR <60 ml/min per 1.73 m2, 6% of participants were classified as having eGFR <60 ml/min per 1.73 m2 by the MDRD and CKD-EPIcr equations, 30% by CKD-EPIcys, 12% by CKD-EPIcr-cys, and 9% by β2M. All eGFRs significantly underestimated mGFR, with greater bias observed for cystatin-based equations than the other equations. Although bias was lowest for β2M (1.9 ml/min per 1.73 m2, P = 0.61), this marker was also associated with the lowest precision. For all eGFR equations, negative bias was greater and accuracy was lower among participants with higher mGFR. An unexpected finding observed by Scarr et al.3Scarr D. Bjornstad P. Lovblom L.E. et al.Estimating GFR by serum creatinine, cystatin C, and β2-microglobulin in older adults: results from the Canadian Study of Longevity in Type 1 diabetes.Kidney Int Rep. 2019; 4: 786-796Abstract Full Text Full Text PDF PubMed Scopus (12) Google Scholar was that cystatin C did not improve eGFR performance over serum creatinine alone. Indeed, accuracy was higher for creatinine-based eGFR (MDRD 32.4%, CKD-EPIcr 37.4%) than for eGFR computed using any other markers they tested (CKD-EPIcr-cys 52.5%, β2M 52.5%, and CKD-EPIcys 69.1%, P < 0.05 for all comparisons). Performance metrics were similar for creatinine- or cystatin-based eGFRs, regardless of diabetes, whereas β2M eGFR showed significantly greater bias, lower precision, and lower accuracy in participants with type 1 diabetes than in controls. In subgroup analyses, cystatin-based eGFRs showed greater negative bias, that is, underestimation of measured GFR, and lower accuracy in older participants and in women. The Kidney Disease: Improving Global Outcomes guidelinesS2 recommend that GFR estimates based on cystatin C be used to confirm the presence of CKD in adults with eGFRcr of 45 to 59 ml/min per 1.73 m2 but without evidence of kidney damage, or in patients in whom an accurate determination of GFR is required and measurement of GFR with an exogenous marker is not feasible. This recommendation heeded ongoing controversy over the application of an arbitrary and isolated threshold of GFR to define CKD. An eGFRcys or eGFRcr-cys below 60 ml/min per 1.73 m2 would confirm the presence of CKD diagnosed by a creatinine-based equation, whereas a value above this cutoff would refute this diagnosis. The rationale for this practice was based on a significant body of literature indicating that cystatin C improved accuracy of GFR estimation and had greater predictive power for clinical outcomes, including end-stage kidney disease, mortality, and cardiovascular disease events, leading to better CKD classification than creatinine-based eGFR. The guideline made no specific suggestions or recommendations for use of these markers in the elderly. However, because serum cystatin C is less dependent on muscle mass than serum creatinine and is virtually completely cleared from the circulation by glomerular filtration with subsequent proximal tubular uptake and degradation, it is generally considered as an ideal alternate marker of kidney function, particularly in older individuals. How then do we explain the findings by Scarr et al.?3Scarr D. Bjornstad P. Lovblom L.E. et al.Estimating GFR by serum creatinine, cystatin C, and β2-microglobulin in older adults: results from the Canadian Study of Longevity in Type 1 diabetes.Kidney Int Rep. 2019; 4: 786-796Abstract Full Text Full Text PDF PubMed Scopus (12) Google Scholar Several factors need to be considered when addressing this question. First, significant interlaboratory variability in serum creatinine measurement persists even after the introduction of isotope dilution mass spectrometry standardization.4Lee E. Collier C.P. White C.A. Interlaboratory variability in plasma creatinine measurement and the relation with estimated glomerular filtration rate and chronic kidney disease diagnosis.Clin J Am Soc Nephrol. 2017; 12: 29-37Crossref PubMed Scopus (29) Google Scholar Studies analyzing patient samples across the range of serum creatinine concentrations find that Jaffe assays, as used by Scarr et al.,3Scarr D. Bjornstad P. Lovblom L.E. et al.Estimating GFR by serum creatinine, cystatin C, and β2-microglobulin in older adults: results from the Canadian Study of Longevity in Type 1 diabetes.Kidney Int Rep. 2019; 4: 786-796Abstract Full Text Full Text PDF PubMed Scopus (12) Google Scholar yield higher creatinine values than enzymatic assays, leading to a more frequent diagnosis of CKD. In one study in which serum creatinine concentration was measured by both methods in the same samples,4Lee E. Collier C.P. White C.A. Interlaboratory variability in plasma creatinine measurement and the relation with estimated glomerular filtration rate and chronic kidney disease diagnosis.Clin J Am Soc Nephrol. 2017; 12: 29-37Crossref PubMed Scopus (29) Google Scholar 60% of eGFRs based on creatinine measured by the Jaffe method yielded eGFR values <60 ml/min per 1.73 m2, whereas only 39% of eGFRs based on creatinine measured by the enzymatic method did so. In addition, serum concentrations of bilirubin >0.5 mg/dl or of glucose >90 mg/dl were shown to increase interlaboratory variability and differences between Jaffe and enzymatic results, particularly when the creatinine concentration is low, as in elderly persons with low muscle mass. And cystatin C concentrations also vary substantially between assays despite claims of calibration traceability to the ERM-DA471/IFCC reference material.5Eckfeldt JH, Karger AB, Miller WG, et al. Performance in measurement of serum cystatin C by laboratories participating in the College of American Pathologists 2014 CYS Survey. Arch Pathol Lab Med. 2915;139:888–893.Google Scholar Second, a non-normal distribution of the differences between eGFR methods may adversely affect performance comparisons.6Polkinghorne KR, Wolfe R, Jachno KM, et al.; ASPREE Investigator Group. Prevalence of chronic kidney disease in the elderly using the ASPirin in Reducing Events in the Elderly (ASPREE) study cohort [e-pub ahead of print]. Nephrology (Carlton). https://doi.org/10.1111/nep.13565. Accessed March 6, 2019.Google Scholar,S3 If the differences are not normally distributed, transformation of the original data may be helpful, or nonparametric tests with confidence limits computed using bootstrap procedures that account for non-normality should be considered. Third, eGFR equations (like all estimating equations) perform best in the cohorts from which they are developed. To date, few studies have explored the performance of eGFRs in elderly individuals of diverse racial/ethnic background and a wide spectrum of kidney function, and even fewer include frail and hospitalized patients, in whom these estimates are least reliable but most needed. Newer equations developed specifically for this age category, such as the Berlin Initiative Study creatinine equation, the Berlin Initiative Study creatinine and cystatin C equation,S4 or the Full Age Spectrum equation,7Pottel H. Hoste L. Dubourg L. et al.An estimated glomerular filtration rate equation for the full age spectrum.Nephrol Dial Transplant. 2016; 31: 798-806Crossref PubMed Scopus (268) Google Scholar appear to offer better accuracy than either MDRD or CKD-EPI, but these equations have not been externally validated. Even as newer equations are improving on previous ones, the applicability of a single equation to all situations may ultimately require a trade-off between the cost of the filtration markers and the accuracy and precision of the estimate. Foreseeable alternatives are novel, rapid, and affordable methods of GFR measurement in humans. Transcutaneous GFR measurements using exogenous fluorescent marker fluorescein isothiocyanate–sinistrin have been studied in animal models, allowing GFR assessment in real time without serial blood or urine sampling.8Molitoris B.A. Rethinking CKD Evaluation: should we be quantifying basal or stimulated GFR to maximize precision and sensitivity?.Am J Kidney Dis. 2017; 69: 675-683Abstract Full Text Full Text PDF PubMed Scopus (10) Google Scholar Fluorescence technologies in humans are being developed using 2-compartment GFR measurements that allow rapid direct quantification of GFR and renal reserve. GFR measurement by iohexol clearance using dried capillary blood spots may also be a useful option when an accurate measurement is required.9Bjornstad P. Karger A.B. Maahs D.M. Measured GFR in routine clinical practice—the promise of dried blood spots.Adv Chronic Kidney Dis. 2018; 25: 76-83Abstract Full Text Full Text PDF PubMed Scopus (15) Google Scholar The findings reported by Scarr et al.,3Scarr D. Bjornstad P. Lovblom L.E. et al.Estimating GFR by serum creatinine, cystatin C, and β2-microglobulin in older adults: results from the Canadian Study of Longevity in Type 1 diabetes.Kidney Int Rep. 2019; 4: 786-796Abstract Full Text Full Text PDF PubMed Scopus (12) Google Scholar and the inconsistencies they and others have noted among studies of eGFR performance generally, remind us of the many challenges associated with estimating and interpreting GFR in elderly persons and in other high-risk groups in whom precise and accurate estimates of kidney function are increasingly needed for optimal clinical management. Identifying appropriate filtration markers and estimating equations for these important subgroups first requires that we address inconsistencies across studies caused by differences in study design; statistical approach; laboratory assays; and specimen collection, handling, and storage. Perhaps through standardized reporting requirements for eGFR performance comparisons, we can more confidently identify the best approaches for evaluating kidney function in these groups. The study by Scarr et al.3Scarr D. Bjornstad P. Lovblom L.E. et al.Estimating GFR by serum creatinine, cystatin C, and β2-microglobulin in older adults: results from the Canadian Study of Longevity in Type 1 diabetes.Kidney Int Rep. 2019; 4: 786-796Abstract Full Text Full Text PDF PubMed Scopus (12) Google Scholar moves us closer to that goal. The authors declared no competing interests. Download .docx (.01 MB) Help with docx files Supplementary References Estimating GFR by Serum Creatinine, Cystatin C, and β2-Microglobulin in Older Adults: Results From the Canadian Study of Longevity in Type 1 DiabetesKidney International ReportsVol. 4Issue 6PreviewGlomerular filtration rate (GFR) is routinely used for clinical assessment of kidney function. However, the accuracy of estimating equations in older adults is uncertain. Full-Text PDF Open Access
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.015 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".