To examine the association of hyperglycemia, as measured by GHb, with subsequent mortality in a nationally representative sample of adults.
We included adults aged ≥20 years who participated in Third National Health and Nutrition Examination Survey (1988–1994) and had complete information, including baseline diabetes status by self-report and measured GHb (
In the overall population, higher levels of GHb were associated with increased risk of mortality from all causes, heart disease, and cancer. After adjustment for potential risk factors, the relative hazard (RH) for adults with GHb ≥8% compared with adults with GHb <6% was 2.59 (95% CI 1.88–3.56) for all-cause mortality, 3.38 (1.98–5.77) for heart disease mortality, and 2.64 (1.17–5.97) for cancer mortality. Among adults with diagnosed diabetes, having GHb ≥8% compared with GHb <6% was associated with higher all-cause mortality (RH 1.68, 95% CI 1.03–2.74) and heart disease mortality (2.48, 1.09–5.64), but there was no increased risk of cancer mortality by GHb category. Among adults without diagnosed diabetes, there was no significant association of all-cause, heart disease, or cancer mortality and GHb category.
These results highlight the importance of GHb levels in mortality risk among a nationally representative sample of adults with and without diagnosed diabetes and indicate that higher levels are associated with increased mortality in adults with diabetes.
Hperglycemia has been associated with a wide range of adverse outcomes for individuals with glucose values both above and below the threshold for diabetes, including increased cardiovascular disease (CVD) and mortality (
However, most of these studies are based on fasting or postprandial glucose (
Examination of the relationship of GHb with mortality reveals several areas of uncertainty, including whether the relationship of GHb with mortality is similar among individuals with and without diabetes from both prospective cohort studies and clinical trials. A few prospective cohort studies have examined the association of GHb with risk of mortality (
Recently published findings from three clinical trials among adults with diabetes have added to this uncertainty. The Action to Control Cardiovascular Risk in Diabetes (ACCORD) trial showed that lower GHb levels increased risk of mortality and did not decrease CVD events (
The Third National Health and Nutrition Examination Survey (NHANES III) is the first nationally representative survey to include a measure of GHb and has mortality status available through linkage to the National Death Index. The objective of this study was to examine the association of GHb with subsequent mortality in a nationally representative sample of U.S. adults.
We analyzed data among 20,024 adults aged ≥20 years who were sampled as part of NHANES III. NHANES III was conducted between 1988 and 1994 by the National Center for Health Statistics. A stratified multistage sample design was used to produce a nationally representative sample of the noninstitutionalized U.S. civilian population (
GHb was measured during the examination for all adults aged ≥20 years. GHb measurements were standardized to the Diabetes Control and Complications Trial (
Participants' age, sex, race/ethnicity, education, and personal health characteristics were obtained by interview. Smoking status was categorized as current, past, or never. Current smoking was defined as self-reported smoking of at least 100 cigarettes during one's lifetime and currently smoking cigarettes. Physical examination included measuring waist circumference, height, weight, and blood pressure and drawing blood (
Previously diagnosed diabetes was determined by self-report. Women who reported diagnosis of diabetes only during pregnancy were not considered to have diagnosed diabetes.
NHANES III participants aged ≥17 years who had data available for matching were matched to the National Death Index (NDI) to determine mortality status. The NDI was searched through 31 December 2000 for follow-up. Linking of NHANES III and the NDI is conducted by probabilistic matching. The National Center for Health Statistics (NCHS) conducted the linkage and created scores for potential matches. For a selected sample of NHANES III records, NCHS reviewed the death certificate record to verify correct matches. Overall, there were 20,024 adult NHANES III participants eligible for mortality follow-up by linkage with NDI, of whom 3,384 were assumed to be deceased. A complete description of the methodology used to link NHANES III records to NDI is available (
The underlying cause of death is based on ICD-9 codes from 1986 to 1998 and on ICD-10 codes from 1999 to 2000. Heart disease deaths were based on ICD-9 codes 390–398, 402, 404–429, and ICD-10 codes I00–I09, I11, I13, I20–I51. Cancer deaths were based on ICD-9 codes 140–208 and ICD-10 codes C00–C097. Cause of death codes based on ICD-9 and ICD-10 were selected for high comparability between the two coding methods (
For NHANES III participants with complete data for all variables included in the analysis (
All analyses were weighted to the U.S. population using SUDAAN statistical software (version 9.1; RTI International, Research Triangle Park, NC) to account for the complex survey design and the stratified multistage cluster sample and to provide nationally representative estimates (
We constructed proportional hazards models with GHb as both a categorical variable and a continuous variable to determine the relative hazard (RH) of mortality associated with various levels of GHb. We used age as the time scale for analysis with left truncation. For cause-specific analyses (i.e., cancer mortality or cardiovascular mortality), a participant was censored at the age of death he or she died from a cause other than the specific cause of death of interest. We report the results for two proportional hazards models. The first was adjusted for sex and race/ethnicity. The second was adjusted for sex, race/ethnicity, education, smoking status, BMI, systolic blood pressure, and HDL cholesterol. There was a significant first-order interaction with GHb and diagnosed diabetes (
To examine the association of GHb levels as a continuous variable with mortality, we graphed the relationship of GHb and death using the proportional hazard function to model GHb using a spline regression with three knots (
Overall, adults with GHb levels <6% were younger with a mean age of 45 years compared with ∼60 years for adults with GHb levels >6% (
Baseline characteristics by GHb level among adults aged ≥ 20 years, NHANES III (1988–1994)
| GHb <6% | 6% ≤ GHb <7% | 7% ≤ GHb <8% | GHb ≥8% | |
|---|---|---|---|---|
| Sample size | 15,974 | 1,937 | 362 | 752 |
| Age (years) | 45.1 ± 0.5 | 61.1 ± 1.0 | 62.6 ± 1.3 | 59.6 ± 1.5 |
| Male (%) | 44.2 ± 0.7 | 49.7 ± 2.5 | 53.3 ± 3.7 | 39.9 ± 5.7 |
| Race/ethnicity (%) | ||||
| Non-Hispanic white | 86.6 ± 0.8 | 72.3 ± 2.3 | 77.1 ± 3.2 | 76.6 ± 4.0 |
| Non-Hispanic black | 8.7 ± 0.6 | 22.6 ± 2.1 | 14.3 ± 2.6 | 17.1 ± 3.4 |
| Mexican American | 4.7 ± 0.4 | 5.2 ± 0.8 | 8.6 ± 1.5 | 6.3 ± 1.0 |
| Education (%) | ||||
| Less than high school | 19.5 ± 1.0 | 37.2 ± 2.5 | 48.2 ± 4.2 | 32.7 ± 4.6 |
| High school graduate | 33.3 ± 0.9 | 33.7 ± 2.6 | 32.7 ± 3.8 | 35.5 ± 4.3 |
| Some college or higher | 47.2 ± 1.4 | 29.0 ± 3.3 | 19.1 ± 3.5 | 32.7 ± 4.6 |
| Smoking status (%) | ||||
| Current smoker | 27.0 ± 1.3 | 28.6 ± 2.3 | 18.2 ± 3.4 | 20.7 ± 3.9 |
| Past smoker | 28.2 ± 1.0 | 32.0 ± 2.1 | 42.4 ± 4.7 | 46.9 ± 4.8 |
| Never smoker | 44.9 ± 1.2 | 39.4 ± 2.4 | 39.4 ± 4.4 | 32.3 ± 4.3 |
| History of CVD (%) | 2.9 ± 0.2 | 10.4 ± 1.5 | 18.2 ± 4.6 | 18.2 ± 5.8 |
| Self-report of angina (%) | 3.5 ± 0.3 | 9.9 ± 1.3 | 8.4 ± 2.7 | 14.6 ± 3.5 |
| History of cancer (%) | 8.6 ± 0.6 | 16.4 ± 2.1 | 13.5 ± 3.3 | 16.2 ± 5.9 |
| Diagnosed diabetes (%) | 1.5 ± 0.2 | 15.7 ± 1.6 | 61.9 ± 4.3 | 82.1 ± 3.3 |
| BMI (kg/m2) | 26.1 ± 0.1 | 29.2 ± 0.3 | 30.0 ± 0.7 | 31.1 ± 0.4 |
| Waist circumference (cm) | 90.6 ± 0.3 | 101.7 ± 0.8 | 103.6 ± 1.5 | 107.2 ± 1.3 |
| Systolic blood pressure (mmHg) | 121.7 ± 0.5 | 136.0 ± 1.0 | 139.6 ± 1.7 | 135.7 ± 1.6 |
| Diastolic blood pressure (mmHg) | 73.9 ± 0.2 | 76.7 ± 0.6 | 76.0 ± 0.9 | 74.8 ± 0.9 |
| HDL cholesterol (mg/dl) | 52.3 ± 0.4 | 46.7 ± 0.6 | 43.1 ± 1.0 | 44.3 ± 1.5 |
Data are means ± SEM.
*
Adults with GHb between 7 and <8% and those with GHb >8% had a higher risk of all-cause mortality compared with adults with GHb <6%, even after adjustment for potential confounders (
RH (95% CI) for GHb and subsequent all-cause, heart disease, and cancer mortality among adults aged ≥ 20 years in NHANES III
| GHb <6% | 6% ≤ GHb <7% | 7% ≤ GHb <8% | GHb ≥8% | |
|---|---|---|---|---|
| Overall population ( | ||||
| No. deaths/no. participants | 2,174/15,974 | 520/1,937 | 120/362 | 244/752 |
| All-cause mortality | ||||
| Mortality per 1,000 person-years | 9.7 (8.65–26.63) | 31.0 (25.7–81.4) | 48.8 (33.5–114.5) | 45.1 (28.0–99.9) |
| Model 1 | 1.0 (reference) | 1.3 (1.1–1.5) | 1.8 (1.4–2.5) | 2.6 (1.9–3.8) |
| Model 2 | 1.0 (reference) | 1.2 (1.0–1.4) | 1.7 (1.3–2.4) | 2.6 (1.9–3.6) |
| Heart disease mortality | ||||
| Mortality per 1,000 person-years | 2.9 (2.5–7.7) | 13.3 (9.7–32.3) | 14.7 (7.3–28.0) | 18.5 (10.6–39.3) |
| Model 1 | 1.0 (reference) | 1.8 (1.3–2.5) | 1.9 (1.1–3.1) | 3.4 (2.0–6.1) |
| Model 2 | 1.0 (reference) | 1.7 (1.2–2.4) | 1.8 (1.1–2.9) | 3.4 (2.0–5.8) |
| Cancer mortality | ||||
| Mortality per 1,000 person-years | 2.6 (2.2–6.9) | 5.9 (3.8–13.3) | 8.1 (2.1–12.2) | 14.82 (0.001–14.0) |
| Model 1 | 1.0 (reference) | 0.80 (0.6–1.2) | 1.03 (0.4–2.5) | 2.90 (1.1–7.9) |
| Model 2 | 1.0 (reference) | 0.73 (0.5–1.1) | 0.93 (0.4–2.2) | 2.64 (1.2–6.0) |
| Diagnosed diabetes ( | ||||
| No. deaths/no. participants | 109/336 | 125/317 | 90/221 | 221/581 |
| All-cause mortality | ||||
| Mortality per 1,000 person-years | 35.1 (19.3–72.9) | 58.6 (40.2–137.4) | 58.8 (37.0–131.4) | 55.74 (35.61–125.54) |
| Model 1 | 1.0 (reference) | 1.1 (0.6–2.0) | 1.4 (0.7–2.5) | 1.8 (1.1–3.0) |
| Model 2 | 1.0 (reference) | 1.0 (0.6–1.8) | 1.1 (0.6–2.1) | 1.7 (1.0–2.7) |
| Heart disease mortality | ||||
| Mortality per 1,000 person-years | 11.0 (5.1–21.0) | 32.6 (18.9–69.6) | 15.9 (5.4–26.6) | 23.0 (13.3–125.5) |
| Model 1 | 1.0 (reference) | 2.3 (1.2–4.4) | 1.4 (0.6–5.1) | 2.3 (1.0–5.1) |
| Model 2 | 1.0 (reference) | 1.9 (1.0–3.7) | 1.1 (0.4–2.7) | 2.5 (1.1–5.6) |
| Cancer mortality | ||||
| Mortality per 1,000 person-years | 12.6 (0.001–10.9) | 5.0 (1.4–7.7) | 8.7 (0.001–8.4) | 18.1 (0.001–15.7) |
| Model 1 | 1.0 (reference) | 0.22 (0.04–1.05) | 0.49 (0.09–2.65) | 1.38 (0.29–6.67) |
| Model 2 | 1.0 (reference) | 0.20 (0.05–0.90) | 0.43 (0.08–2.28) | 1.04 (0.25–4.24) |
| Nondiabetic population ( | ||||
| No. deaths/no. participants | 2065/15638 | 368/1,620 | 30/141 | 23/171 |
| All-cause mortality | ||||
| Mortality per 1,000 person-years | 9.3 (8.3–25.5) | 26.3 (20.8–67.0) | 34.3 (51.6–64.9) | 8.9 (3.7–16.1) |
| Model 1 | 1.0 (reference) | 1.1 (0.9–1.4) | 1.2 (0.7–2.2) | 0.6 (0.3–1.1) |
| Model 2 | 1.0 (reference) | 1.1 (0.9–1.3) | 1.2 (0.7–2.2) | 0.6 (0.3–1.1) |
| Heart disease mortality | ||||
| Mortality per 1,000 person-years | 2.5 (2.0–6.4) | 6.0 (3.8–13.6) | 7.2 (0.1–7.3) | 3.9 (0.1–4.0) |
| Model 1 | 1.0 (reference) | 0.9 (0.6–1.3) | 0.5 (0.1–2.1) | 0.8 (0.3–2.4) |
| Model 2 | 1.0 (reference) | 0.8 (0.6–1.2) | 0.6 (0.1–2.3) | 0.8 (0.3–2.5) |
| Cancer mortality | ||||
| Mortality per 1,000 person-years | 2.5 (2.0–6.4) | 6.0 (3.8–13.6) | 7.2 (0.1–7.3) | 3.9 (0.1–4.0) |
| Model 1 | 1.0 (reference) | 0.9 (0.6–1.3) | 0.5 (0.1–2.1) | 0.8 (0.3–2.4) |
| Model 2 | 1.0 (reference) | 0.8 (0.6–1.2) | 0.6 (0.1–2.3) | 0.8 (0.3–2.5) |
Model 1: with age as the time scale, adjusted for sex, and race/ethnicity (non-Hispanic white, non-Hispanic black, Mexican American, or other). Model 2: with age as the time scale, adjusted for sex, race/ethnicity (non-Hispanic white, non-Hispanic black, Mexican American, or other), education (less than high school, high school graduate, or some college or higher), smoking status (current, past, or never), BMI (continuous), systolic blood pressure (continuous), and HDL cholesterol (continuous).
RH of all-cause mortality for GHb levels compared with the referent of 4.8% (the 12.5th percentile, as indicated by the vertical line) among adults aged ≥20 years and older overall (
After adjustment for potential confounders, there was a threefold increased risk for heart disease mortality among all participants with GHb ≥8%, a 77% increased risk among participants with GHb between 7 and 8%, and a 66% increased risk among participants with GHb between 6 and 7% compared with participants with GHb <6%.
After adjustment for potential confounders, there was a greater than twofold risk for cancer mortality among adults with GHb ≥8% and no increased risk among participants with GHb between 7 and 8% or 6 and 7% compared with participants with GHb <6%.
Among adults with diagnosed diabetes, after adjustment for potential confounders, there was a 68% increased risk of all-cause mortality for those with GHb >8% compared with individuals with GHb <6% (
Adults with diagnosed diabetes and GHb ≥8% had a greater than twofold increased risk of heart disease mortality compared with adults with GHb <6%. The risk of heart disease mortality was not significant for GHb categories of 6 to 7% or 7 to 8% compared with GHb <6% after adjustment for potential confounders. There was no significant association of cancer mortality and GHb category among adults with diagnosed diabetes.
Among adults without diagnosed diabetes, there was no increased risk of all-cause mortality with increased GHb level (
In this nationally representative sample, among adults aged ≥20 years, increasing GHb levels were associated with increased risk of all-cause mortality, heart disease, and cancer mortality. However, this association is mediated by the presence of diagnosed diabetes. Among adults with diagnosed diabetes, GHb ≥8% was associated with a 70% increased risk from all-cause mortality and a 150% increased risk from heart disease mortality. Among adults with diagnosed diabetes and GHb between 6 and 7% and 7 and 8%, there was no significant increased risk of all-cause mortality. However, there was a 90% increased risk for heart disease mortality for adults with diabetes and GHb between 6 and 7%. There was no significant association of GHb with mortality among adults without diagnosed diabetes.
Previous studies that have examined the association of hyperglycemia and mortality using fasting glucose or postchallenge glucose levels have also shown an increased risk of mortality with increasing glucose levels (
However, there is limited evidence on the association of GHb with mortality either among the diabetic population (
Most previous studies have either analyzed GHb categorically or continuously, but few have examined the shape of the relationship of GHb with mortality (
The American Diabetes Association recommends GHb of <7% for most individuals with diabetes (
There are two main limitations of our analysis. The first is that we had relatively few deaths from certain causes and were, therefore, unable to look at specific types of cancer or other causes. Based on the smaller sample size for the population with diagnosed diabetes and the smaller number of deaths from cancer, the study may have been underpowered to detect a significant increase in risk. The second limitation is that GHb was only measured at baseline, and we have no information on how changes in GHb may or may not have influenced a participant's risk of mortality.
Nonetheless, this study also has a number of strengths. First, NHANES III is the first nationally representative survey to measure GHb levels among adults and the first study to provide nationally representative estimates of the risk of mortality associated with GHb levels, and second, there was relatively little loss to follow-up for mortality.
In summary, we found that GHb of ≥8% was associated with a greater than twofold increased risk of all-cause mortality in the overall population and >60% increased risk for all-cause mortality among adults with diabetes. There was also a significant increased risk of heart disease overall and for adults with diabetes.
The views and interpretations presented in this article are those of the authors and do not necessarily represent the official position of the Centers for Disease Control and Prevention.
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.
No potential conflicts of interest relevant to this article were reported.
Parts of this study were presented in abstract form at the 68th Scientific Sessions of the American Diabetes Association, San Francisco, California, 6–10 June 2008.