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- Subjects and Methods
Among the women in the random subcohort (n = 1170), the mean (SD) cystatin C concentration was 1.14 (0.30) mg/L; mean (SD) creatinine concentration was 0.82 (0.26) mg/dL; mean eGFRcysC was 68.3 (19.0) mL/min/1.73 m2; and mean eGFRCr was 70.4 (16.1) mL/min/1.73 m2. The correlation between serum cystatin C and creatinine was moderate in magnitude (Spearman correlation coefficient = 0.71). CKD was evident in 384 (32.8%) women in the random subcohort as defined by an eGFRcysC of <60 mL/min/1.73 m2 and 294 (25.4%) women in the random subcohort as defined by an eGFRCr of <60 mL/min/1.73 m2.
Higher cystatin C among women in the random subcohort was associated (p ≤ 0.05) with older age, poorer health status, history of cardiovascular disease, self-reported diabetes mellitus, higher BMI, greater frailty status, and lower eGFRCr (Table 1). There were no differences across quartiles of cystatin C in smoking status, fracture history, fall history, or hip BMD.
Table 1. Characteristics of Women in the Random Subcohort According to Quartile of Cystatin C
|Variable||Quartile of cystatin C (mg/L)|
|Quartile 1 (n = 281)||Quartile 2 (n = 284)||Quartile 3 (n = 303)||Quartile 4 (n = 302)||p|
|Age (years), mean (SD)||78.8 (3.5)||79.3 (3.7)||80.2 (4.0)||81.8 (4.8)||<0.001|
|Current smoker, n (%)||14 (5.0)||11 (3.9)||8 (2.6)||12 (4.0)||0.53|
|Health status, excellent/good, n (%)||244 (86.8)||234 (82.4)||249 (82.2)||217 (72.1)||<0.001|
|Diabetes, n (%)||13 (4.6)||6 (2.1)||14 (4.6)||21 (7.0)||0.05|
|Cardiovascular disease, n (%)||28 (10.0)||24 (8.5)||24 (7.9)||53 (17.6)||<0.001|
|Previous fracture since age 50 years, n (%)||136 (48.4)||136 (48.6)||171 (56.6)||173 (57.3)||0.04|
|Fall in past year, n (%)||87 (31.0)||93 (32.8)||87 (28.9)||106 (35.1)||0.41|
|BMI (kg/m2), mean (SD)||25.1 (4.1)||26.2 (4.5)||27.0 (4.8)||27.3 (5.2)||<0.001|
|Frail status, n (%)|| || || || ||<0.001|
|Robust||114 (40.6)||96 (33.8)||72 (23.8)||49 (16.3)|| |
|Pre-frail||140 (49.8)||159 (56.0)||193 (63.7)||167 (55.5)|| |
|Frail||27 (9.6)||29 (10.2)||38 (12.5)||85 (28.2)|| |
|Total hip BMD (g/cm2), mean (SD)||0.71 (0.13)||0.73 (0.13)||0.72 (0.13)||0.72 (0.14)||0.14|
|eGFRCr (mL/min/1.73 m2), mean (SD)||83.4 (8.0)||76.6 (10.0)||70.0 (11.2)||52.9 (14.7)||<0.001|
Compared to women without hip fracture, women who experienced incident hip fracture were older, more likely to report prior fracture, and more likely to be classified as frail (Table 2). In addition, women with hip fractures were thinner, had lower hip BMD, higher cystatin C, and lower eGFRCr. There was some evidence that poorer health status (p = 0.06) and falling (p = 0.07) were more common among women who experienced subsequent hip fracture. There were no differences in smoking status, self-reported diabetes, or cardiovascular disease between hip fracture cases and women without hip fracture.
Table 2. Characteristics of Women With and Without Incident Hip Fracture
|Cases (n = 300)||Women without hip fracture (n = 1093)||p|
|Age, years, mean (SD)||81.9 (4.4)||80.0 (4.2)||<0.001|
|Current smoker, n (%)||11 (3.7)||42 (3.9)||0.90|
|Health status, excellent/good, n (%)||227 (76.2)||886 (81.1)||0.06|
|Diabetes, n (%)||17 (5.7)||50 (4.6)||0.42|
|Cardiovascular disease, n (%)||34 (11.4)||123 (11.3)||0.94|
|Previous fracture since age 50 years, n (%)||208 (69.3)||561 (51.6)||<0.001|
|Fall in past year, n (%)||111 (37.4)||348 (31.9)||0.07|
|BMI (kg/m2), mean (SD)||24.6 (4.3)||26.6 (4.8)||<0.001|
|Frail status, n (%)|| || ||<0.001|
|Robust||63 (21.0)||316 (28.9)|| |
|Pre-frail||169 (56.3)||613 (56.1)|| |
|Frail||68 (22.7)||163 (14.9)|| |
|Total hip BMD (g/cm2), mean (SD)||0.63 (0.11)||0.73 (0.13)||<0.001|
|Cystatin C (mg/L), mean (SD)||1.23 (0.39)||1.12 (0.29)||0.003|
|eGFRCr (mL/min/1.73 m2), mean (SD)||67.6 (17.7)||70.5 (15.9)||0.01|
Association between serum cystatin C and hip fracture
In models adjusted for age, clinical site, BMI, and total hip BMD, higher cystatin C was associated with an increased risk of hip fracture after the Year 10 examination among women with and those without a history of prior hip fracture. Among the 74 women with a prior history, the risk of hip fracture was 4.5-fold higher in women in quartile 4 compared with those in quartile 1 (HR 4.54; 95% CI, 1.13–18.20; p-trend 0.03). Among the 1319 women without a prior history, the risk of hip fracture was 1.7-fold higher in women in quartile 4 compared with those in quartile 1 (HR 1.69; 95% CI, 1.07–2.66; p-trend 0.04). While the association appeared more pronounced among women with a history of prior hip fracture, the test for interaction between cystatin C and prior history of hip fracture for the prediction of incident hip fracture after Year 10 examination did not reach the level of significance (p = 0.18). The weighted HR on both strata for quartile 4 (versus quartile 1) was 1.91 (95% CI, 1.24–2.95; p-trend 0.008) (Fig. 1). This association was modestly attenuated in the final multivariable model adjusted for age, clinical site, BMI, total hip BMD, health status, medical conditions including diabetes mellitus and cardiovascular disease, prior fracture, fall history, and frailty status. The risk of hip fracture was 1.7-fold higher in women in quartile 4 compared with those in quartile 1 (multivariable HR 1.74; 95% CI, 1.11-2.72; p-trend 0.03).
Figure 1. Association between cystatin C level and risk of hip fracture. Quartile cut points: 0.94, 1.08, 1.24 mg/L. *Adjusted for age, clinical site, BMI, and total hip BMD. **Base model further adjusted for health status, fall history, prior fracture, prevalent cardiovascular disease (CVD), diabetes, and frailty status.
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Women with higher cystatin C were at increased risk of trochanteric (HR base model quartile 4 versus quartile 1: 1.94; 95% CI, 1.04–3.63) and femoral neck fractures (HR base model quartile 4 versus quartile 1: 2.05; 95% CI, 1.21–3.53), though evidence of a graded association between cystatin C and fracture was present only for femoral neck fracture (p-trend 0.10 for trochanteric fracture and 0.007 for femoral neck fracture).
The association between higher cystatin C and an increased risk of hip fracture persisted when the analysis was limited to 1021 women without clinical CKD (eg, those with eGFRCr ≥ 60 mL/min/1.73 m2); compared with women in quartile 1 (referent group), those in quartile 4 had a 1.9-fold increased risk of hip fracture (HR base model: 1.89; 95% CI, 1.07–3.35; p-trend 0.06).
The association between cystatin C and hip fracture was not explained by alterations in calcitropic hormones (PTH, 25(OH)D) or inflammatory markers (TNFα, IL-6, TNFα sR1, TNFα sR2, IL-6, IL-6 sR) (Table 3). Further adjustment of the base model for each of the potential biological mediators had little impact on the association.
Table 3. Association Between Cystatin C and Hip Fracture Adjusted for Potential Biologic Mediators
| ||Relative hazard (95% CI) by quartile of cystatin C|
|Quartile 1||Quartile 2||Quartile 3||Quartile 4||p-trend|
|Base modela||1.00 (referent)||1.50 (0.99–2.26)||1.44 (0.95–2.17)||1.91 (1.24–2.95)||0.008|
|Base model + 25(OH)D||1.00 (referent)||1.45 (0.96–2.19)||1.36 (0.90–2.06)||1.76 (1.14–2.72)||0.02|
|Base model + PTH||1.00 (referent)||1.60 (1.04–2.44)||1.45 (0.94–2.23)||1.98 (1.26–3.11)||0.009|
|Base model + TNFα||1.00 (referent)||1.39 (0.67–2.91)||1.56 (0.80–3.03)||1.92 (0.92–4.03)||0.09|
|Base model + TNFα-sR1||1.00 (referent)||1.56 (1.01–2.39)||1.42 (0.92–2.18)||1.91 (1.22–3.00)||0.01|
|Base model + TNFα-sR2||1.00 (referent)||1.54 (1.00–2.35)||1.37 (0.89–2.10)||1.74 (1.07–2.81)||0.05|
|Base model + IL-6||1.00 (referent)||1.49 (0.97–2.30)||1.46 (0.95–2.23)||1.92 (1.22–3.02)||0.01|
|Base model + IL-6R||1.00 (referent)||1.55 (1.01–2.37)||1.42 (0.93–2.17)||1.95 (1.25–3.05)||0.009|
Association of creatinine and eGFRCr with hip fracture
In unadjusted models, lower eGFRCr, but not higher serum creatinine, was significantly associated with an increased risk of hip fracture (Table 4). However, the association between lower eGFRCr and hip fracture appeared to be explained by older age among those with lower eGFRCr; after adjustment for age, there was no evidence of an association. Further adjustment for other potential confounders did not alter these findings.
Table 4. Standard Measures of Renal Function and Risk of Hip Fracture
| ||Relative hazard (95% CI) by quartile|
|Quartile 1||Quartile 2||Quartile 3||Quartile 4||p-trend|
|Unadjusted model||1.00 (referent)||0.80 (0.55–1.17)||1.15 (0.81–1.63)||1.26 (0.89–1.78)||0.07|
|Age-adjusted model||1.00 (referent)||0.76 (0.52–1.12)||1.02 (0.71–1.46)||1.04 (0.73–1.50)||0.48|
|Base modela||1.00 (referent)||0.86 (0.57–1.30)||1.15 (0.78–1.71)||1.27 (0.85–1.90)||0.12|
|Unadjusted model||1.55 (1.08–2.23)||1.35 (0.94–1.95)||1.14 (0.79–1.66)||1.00 (referent)||0.01|
|Age-adjusted model||1.01 (0.67–1.51)||1.01 (0.69–1.49)||0.84 (0.57–1.25)||1.00 (referent)||0.65|
|Base modela||1.23 (0.80–1.92)||1.11 (0.74–1.67)||0.84 (0.55–1.27)||1.00 (referent)||0.14|
Association between CKD and hip fracture
After adjustment for age, women with CKD as defined by an eGFRcysC of <60 mL/min/1.73 m2 (HR 1.37; 95% CI, 1.04–1.80), but not those with clinical CKD as defined by an eGFRCr of <60 mL/min/1.73 m2 (HR 1.08; 95% CI, 0.80–1.46), were at increased risk of hip fracture. The association between CKD as defined by an eGFRcysC of <60 mL/min/1.73 m2 and risk of hip fracture persisted after further adjustment for multiple potential confounders (HR 1.48; 95% CI, 1.08–2.04).
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- Subjects and Methods
In this prospective case-cohort study, older women with higher serum cystatin C had an increased risk of hip fracture independent of traditional risk factors including age, prior fracture, frailty status, body weight, and hip BMD. Our findings indicate that conventional measures of reduced renal function including higher serum creatinine or lower estimated GFR calculated using a creatinine-based formula were not related to hip fracture risk.
These findings are in agreement with those of a prospective study of older adults enrolled in the CHS4 and a prior case-control study nested within the Women's Health Initiative Observational Study (WHI-OS) cohort5 that reported an increased risk of hip fracture among women with higher cystatin C levels. However, neither of these previous studies examined whether the association remained after adjustment for BMD. The results from the present study extend the results of previous investigations and suggest that this association is not substantially altered despite consideration of several strong clinical risk factors and hip BMD. Although higher cystatin C concentration was associated with an increased risk of incident hip fracture among women with and those without a prior hip fracture in this study, our findings suggest that this association is most pronounced among women with a prior history who are at very high risk for a second event.
The association between higher cystatin C and increased risk of hip fracture in this study persisted when women with clinical CKD as defined by an eGFRCr of <60 mL/min/1.73 m2 were excluded from the analysis. These results indicate that older women with higher cystatin C and preserved eGFRCr are at increased risk of hip fracture. A prior study reported an increased risk of progression to adverse kidney events, cardiovascular events, and death among older adults with elevated cystatin C levels and preserved eGFRCr. Together these studies support the contention that higher cystatin C in the presence of normal creatinine-based eGFR may identify “preclinical” state of renal dysfunction in older adults, predating the development of clinical chronic kidney disease, but associated with a higher risk of adverse health consequences.
Previous studies comparing differences in risk factor patterns between femoral neck and trochanteric fractures have reported that women with trochanteric fractures are more likely to be older and have poorer health status. Because these characteristics are also more prevalent among older adults with higher cystatin C concentrations, it was reasonable to postulate that the association between cystatin C and hip fracture might be most evident for trochanteric fractures. However, in this study, cystatin C was related to increased risks of both trochanteric fractures and femoral neck fractures. In a prior study in this cohort that utilized serum specimens collected 10 years earlier at the baseline examination, reduced renal function as manifested by a lower serum creatinine clearance standardized for body surface area was most strongly associated with an increased risk of trochanteric fractures. In contrast, in the prior case-control study nested within the WHI-OS cohort, reduced renal function as manifested by a lower eGFR calculated using a cystatin C–based formula was most strongly associated with an increased risk of femoral neck fractures. Differences in the effect of renal function on type of hip fractures in these studies may be due to several factors, including differences in age of study participants, sample size, choice of renal function measure, or chance alone.
Several biological mechanisms may underlie an association between higher cystatin C levels and increased hip fracture risk among older women. Abnormalities in calcium, phosphorus, and vitamin D metabolism that occur in even mild renal insufficiency among older adults may lead to decreased formation of 1,25-dihydroxyvitamin D by the kidney, resulting in reduced fractional calcium absorption, secondary hyperparathyroidism, greater bone resorption, and higher hip fracture rates.[21, 22] However, the association between higher cystatin C and hip fracture in women in this study persisted despite adjustment for 25-hydroxyvitamin D and PTH. Some, but not all, prospective studies have reported an association between lower vitamin D status and increased fracture risk[23, 24] and the association between PTH levels and hip fracture risk among older adults is controversial.[25, 26] Moderate impairment in renal function has also been associated with higher levels of inflammatory factors and homocysteine, as well as anemia.[27-29] Adjustment for proinflammatory cytokines TNF-α, IL-6, or their soluble receptors had little impact on the association between cystatin C and hip fracture observed in this study, suggesting that the increased risk of hip fracture was not explained by the effect of renal dysfunction on chronic inflammatory processes. In contrast, a previous prospective study reported that levels of TNF-α cytokine soluble receptors in part mediated the association between cystatin C and risk of nonvertebral fracture that was observed among postmenopausal white women. Higher cystatin C may be a marker for poorer health status and frailty that may increase risk of falls and related hip fractures, though the association between cystatin C and hip fracture in this study remained after adjustment for these characteristics. Whereas adjustment for initial hip BMD also did not alter the association, a prior investigation reported that older men with higher cystatin C concentrations experienced increased rates of hip bone loss. Thus, higher rates of bone loss among women with elevated cystatin C concentrations may in part mediate the association between cystatin C and hip fracture. The independence of the association between cystatin C and hip fracture in this study is in agreement with results of a previous investigation in WHI-OS that reported persistence of the association in postmenopausal women despite adjustment for markers of bone resorption and formation, frailty, and comorbid conditions, 25(OH) D, hemoglobin, or homocysteine.
In this study, cystatin C concentration (but not serum creatinine concentration or level of eGFRCr) was independently associated with hip fracture risk. Use of a cystatin C–based equation versus use of a creatinine-based equation yielded a higher prevalence of CKD in this cohort of older women, and CKD defined using a cystatin C–based equation, but not a creatinine-based equation, was associated with a higher hip fracture risk. Similarly, a recent study from Alberta, Canada, using a province-wide laboratory database and administrative outcome dataset found no evidence of an association of CKD defined using a creatinine-based equation with risk of hip fracture, including among adults 75 years and older. These results might reflect the lower dependence of cystatin C on muscle mass and its greater accuracy in estimating GFR in older adults with modest to moderate reductions in renal function. Creatinine levels may be a misleading indicator of renal function in aged populations because age-related declines in muscle mass result in lower creatinine production. Hence, even with a reduction in GFR to <60 mL/min/1.73 m2, serum creatinine may not rise appreciably in elderly persons. Thus, low creatinine in many older adults may be the result of reduced muscle mass or frailty, rather than normal renal function, and this misclassification might lead to a U-shaped or J-shaped association between creatinine level and hip fracture. GFR-estimating equations based on serum creatinine, such as the CKD-EPI equation used in this study, include variables for age, race, and sex as surrogates for creatinine generation by muscle. However, these variables do not account for lower creatinine production due to malnutrition, inflammation, or loss of muscle bulk in older adults with chronic illnesses, in whom creatinine-based equations may overestimate GFR.
This study has a number of strengths, including use of cystatin C–based and creatinine-based measures of renal function, the large well-characterized cohort with comprehensive assessment of hip fracture risk factors, and consideration of multiple potential confounders and potential biologic mediators of the association. However, this study has several limitations. The cohort was comprised of older white women and findings do not necessarily apply to other population groups. Importantly, we had no direct measure of GFR, and factors other than GFR may affect cystatin C levels. Thus, the possibility of a mechanism linking cystatin C with hip fracture risk, unrelated to renal function, cannot be excluded and residual confounding may exist. On the other hand, the discrepancy between findings for cystatin C versus those for conventional creatinine-based measures observed in this study may reflect the greater accuracy of cystatin C in detecting mild to moderate renal dysfunction in older adults. Severe CKD (eg, eGFR < 30 mL/min/1.73 m2) was uncommon in this cohort and future studies should include older adults with a wider range of renal function. Finally, this study examined the association between markers of renal function and risk of hip fracture. Although results suggest that cystatin C may be a promising biomarker for identification of older adults at increased risk of hip fracture, findings from this study do not demonstrate that its measurement provides additional prognostic information in the clinical practice setting beyond that which is readily available by assessing traditional risk factors.
In conclusion, older women with higher cystatin C, but not higher serum creatinine or lower eGFRCr, have an increased risk of hip fracture independent of traditional risk factors. Future studies evaluate whether measurement of cystatin C can improve medical decision-making in identifying older adults at high risk for hip fracture.
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- Subjects and Methods
The Study of Osteoporotic Fractures (SOF) is supported by National Institutes of Health funding. The National Institute on Aging (NIA) provides support under the following grant numbers: R01 AG005407, R01 AR35582, R01 AR35583, R01 AR35584, R01 AG005394, R01 AG027574, and R01 AG027576.
Authors' roles: Study concept and design: KEE, JAC, and SRC. Data collection: KEE, JAC, and TAH. Data analysis and interpretation: KEE and NP. Drafting manuscript: KEE. Critical review and final approval of manuscript content: KEE, NP, JAC, YS, TAH, BCT, MS, and SRC. Statistical analysis: NP performed the statistical analyses and is independent of any commercial funder. She had full access to all the data in the study and takes responsibility for the integrity of the data and the accuracy of the data analyses. Critical review and final approval of manuscript content: AI.