| Literature DB >> 29495144 |
Bora Lee1, Ji Sung Lee2, Yong Wha Lee3, Mi Ae Jang3, Junghan Song4, Jeong Ho Kim5, Wee Gyo Lee6, Won Ki Min7, Juneyoung Lee8, You Kyoung Lee9.
Abstract
BACKGROUND: Without standardization of medical laboratory's testing practices, there is an increase in false diagnoses when relying on test results. However, the effect of test standardization is difficult to assess numerically. This study's purpose is to quantify the effect of the standardization level of a laboratory on the prevalence of diabetes mellitus (DM) and impaired fasting glucose (IFG).Entities:
Keywords: False Negativity; False Positivity; Korean External Quality Assessment Scheme; National Prevalence; Standardization of Diagnostic Tests; Variance Index Score
Mesh:
Substances:
Year: 2018 PMID: 29495144 PMCID: PMC5832944 DOI: 10.3346/jkms.2018.33.e81
Source DB: PubMed Journal: J Korean Med Sci ISSN: 1011-8934 Impact factor: 2.153
Fig. 1Steps of the study protocol: 1) All participants in the KLAP and/or KEQAS were categorized into three laboratory subgroups based on their standardization level, such as HSL, BSL, and NSL; 2) New diagnostic cutoff values for DM and IFG which could provide FP and FN were calculated; and 3) The prevalence of DM and IFG were estimated using the new diagnostic cutoff values, and compared among laboratory subgroups.
DM = diabetes mellitus, IFG = impaired fasting glucose, KNHANES = Korea National Health and Nutrition Examination Survey, KLAP = Korean Laboratory Accreditation Program, KEQAS = Korean External Quality Assessment Scheme, HSL = highly-standardized laboratory, BSL = basically-standardized laboratory, NSL = non-standardized laboratory, ADA = American Diabetes Association, VIS = variance index score, FP = false positive, FN = false negative.
Fig. 2Relationship between the change in diagnostic cutoff values for diabetes mellitus and its induced measurement error, regarding FP and FN.
FP = false positive, FN = false negative, VIS = variance index score, CCV = chosen coefficient of variation.
VIS of glucose according to laboratory standardization levels
| VIS of blood glucose | HSLb (na = 261) | BSLc (na = 981) | |
|---|---|---|---|
| Mean ± SD | 26.7 ± 18.1 | 43.7 ± 34.7 | < 0.001 |
| Median (IQR) | 21.2 (15.3–31.8) | 33.3 (21.9–52.2) | - |
P value by Student's t-test.
VIS = variance index score, HSL = highly-standardized laboratory, BSL = basically-standardized laboratory, SD = standard deviation, IQR = interquartile range, KLAP = Korean Laboratory Accreditation Program, KEQAS = Korean External Quality Assessment Scheme.
aNumber of laboratories; bLaboratories received both KLAP and KEQAS accreditations in 2013; cLaboratories received KEQAS accreditation only in 2013.
Assumptions based on the virtual scenario for the diagnosis of DM and IFG
| Category | Diagnostic cutoff values of glucose, mg/dL | ||||
|---|---|---|---|---|---|
| DMa | IFGb | ||||
| HSLc | Median | 21.2 | FP | ≥ 124.0 | 98.4, 124.0 |
| FN | ≥ 128.1 | 101.7, 128.1 | |||
| Q1 | 15.3 | FP | ≥ 124.5 | 98.8, 124.5 | |
| FN | ≥ 127.5 | 101.2, 127.5 | |||
| Q3 | 31.8 | FP | ≥ 123.0 | 97.6, 123.0 | |
| FN | ≥ 129.2 | 102.5, 129.2 | |||
| BSLd | Median | 33.3 | FP | ≥ 122.9 | 97.5, 122.9 |
| FN | ≥ 129.3 | 102.6, 129.3 | |||
| Q1 | 21.9 | FP | ≥ 123.9 | 98.3, 123.9 | |
| FN | ≥ 128.2 | 101.7, 128.2 | |||
| Q3 | 52.2 | FP | ≥ 121.1 | 96.1, 121.1 | |
| FN | ≥ 131.3 | 104.2, 131.3 | |||
| NSL-Ie | Median | 45.4 | FP | ≥ 121.7 | 96.6, 121.7 |
| FN | ≥ 130.6 | 103.6, 130.6 | |||
| NSL-IIf | Median | 57.5 | FP | ≥ 120.7 | 95.8, 120.7 |
| FN | ≥ 131.8 | 104.6, 131.8 | |||
The reference cutoff values for DM and IFG in adults were 126 mg/dL and 100–125 mg/dL, respectively, as defined by the American Diabetes Association.11
DM = diabetes mellitus, IFG = impaired fasting glucose, HSL = highly-standardized laboratory, BSL = basically-standardized laboratory, NSL = non-standardized laboratory, Q1 = 1st quartile, Q3 = 3rd quartile, FP = false positive, FN = false negative, VIS = variance index score, CCV = chosen coefficient of variation, KLAP = Korean Laboratory Accreditation Program, KEQAS = Korean External Quality Assessment Scheme. aThe diagnostic cutoff values for DM as follows; cutoff value (mg/dL) = 126/[1 + (VIS × CCV)/104], which can produce FP results, and cutoff value (mg/dL) = 126/[1 − (VIS × CCV)/104], which can produce FN results; bThe diagnostic cutoff values for IFG as follows; cutoff value (mg/dL), whose range is from 100/[1 + (VIS × CCV)/104] to 126/[1 + (VIS × CCV)104], which can produce FP results, and cutoff value (mg/dL), whose range is from 100/[1 − (VIS × CCV)/104] to 126/[1 − (VIS × CCV)/104], which can produce FN results; cLaboratories received both KLAP and KEQAS accreditations in 2013; dLaboratories received KEQAS accreditation only in 2013; eLaboratories received neither KLAP nor KEQAS accreditation (one difference in VIS between HSL and BSL); fLaboratories received neither KLAP nor KEQAS accreditation (two differences in VIS between HSL and BSL).
Demographic characteristics of the subjects from KNHANES for Korean individuals over the age of 30
| Variable | Total (n = 4,177) | Normal (n = 2,640) | IFG (n = 1,002) | DM (n = 535) | ||
|---|---|---|---|---|---|---|
| Age, yr | < 0.001 | |||||
| 30–39 | 0.2 (1.2) | 0.3 (1.5) | 0.1 (1.5) | 0.1 (1.4) | ||
| 40–49 | 26.9 (1.2) | 29.0 (1.4) | 26.0 (1.8) | 17.5 (2.3) | ||
| 50–59 | 24.6 (1.0) | 21.1 (1.1) | 32.7 (1.9) | 26.6 (2.4) | ||
| 60–69 | 14.3 (0.7) | 10.8 (0.7) | 16.3 (1.3) | 29.4 (2.5) | ||
| ≥ 70 | 9.6 (0.6) | 7.1 (0.6) | 10.4 (1.1) | 21.5 (2.1) | ||
| Sex | < 0.001 | |||||
| Male | 49.1 (0.7) | 43.5 (1.0) | 59.2 (1.7) | 58.5 (2.7) | ||
| Female | 50.9 (0.7) | 56.5 (1.0) | 40.8 (1.7) | 41.5 (2.7) | ||
| Family income | < 0.001 | |||||
| < 50th percentile | 40.8 (1.5) | 38.2 (1.6) | 40.0 (2.3) | 56.9 (2.9) | ||
| ≥ 50th percentile | 59.2 (1.5) | 61.8 (1.6) | 60.0 (2.3) | 43.1 (2.9) | ||
| Educational level | < 0.001 | |||||
| Middle school or lower | 30 (1.4) | 24.5 (1.4) | 34.6 (2.1) | 49.8 (2.7) | ||
| High school or higher | 70 (1.4) | 75.5 (1.4) | 65.4 (2.1) | 50.2 (2.7) | ||
| Occupation | < 0.001 | |||||
| White-collar | 38.1 (1.1) | 41.3 (1.2) | 36.5 (1.9) | 23.3 (2.3) | ||
| Blue-collar | 27.1 (1.1) | 25.0 (1.2) | 31.9 (1.9) | 27.8 (2.4) | ||
| Unemployed | 34.9 (1.1) | 33.6 (1.2) | 31.5 (1.9) | 48.9 (2.6) | ||
| Region | 0.916 | |||||
| Rural | 29.4 (2.0) | 29.3 (2.2) | 29.0 (2.5) | 30.8 (3.3) | ||
| Urban | 70.6 (2.0) | 70.7 (2.2) | 71.0 (2.5) | 69.2 (3.3) | ||
| Smoking status | 0.028 | |||||
| Non-smoker | 76.3 (0.9) | 78.3 (1.1) | 72.6 (1.8) | 73.1 (2.6) | ||
| Ex-smoker | 2.7 (0.3) | 2.5 (0.3) | 3.5 (0.8) | 2.1 (0.9) | ||
| Smoker | 21 (0.9) | 19.3 (1.1) | 23.8 (1.7) | 24.8 (2.5) | ||
| Alcohol-drinking | < 0.001 | |||||
| None | 15.4 (0.7) | 15.4 (0.8) | 13.5 (1.4) | 19.8 (1.8) | ||
| Occasional (< 2/wk) | 49.7 (1.0) | 53.5 (1.2) | 45.6 (1.9) | 37.3 (2.6) | ||
| Frequent (≥ 2/wk) | 34.9 (1.0) | 31.1 (1.1) | 40.9 (1.9) | 42.9 (2.7) | ||
| Obesity | < 0.001 | |||||
| Underweight (BMI < 18 kg/m2) | 1.5 (0.2) | 2.0 (0.3) | 0.5 (0.2) | 0.8 (0.4) | ||
| Normal weight | 63.9 (0.9) | 70.5 (1.0) | 53.2 (1.9) | 51.1 (2.6) | ||
| Overweight (BMI ≥ 25 kg/m2) | 34.6 (0.9) | 27.5 (1.1) | 46.3 (2.0) | 48.2 (2.6) | ||
| Blood glucose, mg/dL | 100.3 (44.9) | 90.5 (14.9) | 107.3 (24.6) | 138.9 (21.0) | < 0.001 | |
| HbA1c, % | 5.9 (1.9) | 5.6 (0.9) | 6.0 (1.5) | 7.5 (8.2) | < 0.001 | |
Data were reported as weighted percentage (SE) for categorical variables and mean (SE) for continuous variables.
DM = diabetes mellitus, IFG = impaired fasting glucose, KNHANES = Korea National Health and Nutrition Examination Survey, BMI = body mass index, SE = standard error.
aP values were calculated by Rao-Scott χ2 test for categorical variables and analysis of variance for continuous variables.
Estimated prevalence of DM and IFG for Korean individuals over the age of 30
| Category | Prevalence | |||
|---|---|---|---|---|
| DMa (95% CI) | IFGb (95% CI) | |||
| KNHANES (reference value) | 11.88 (10.59–13.17) | 24.58 (22.85–26.31) | ||
| HSLa | Median | FP | 12.31 (10.99–13.64) | 30.44 (28.45–32.43) |
| FN | 11.29 (10.04–12.55) | 17.83 (16.37–19.29) | ||
| Q1 | FP | 12.02 (10.72–13.33) | 27.69 (25.81–29.57) | |
| FN | 11.56 (10.30–12.82) | 19.62 (18.04–21.21) | ||
| Q3 | FP | 12.41 (11.07–13.75) | 33.82 (31.80–35.84) | |
| FN | 11.18 (9.93–12.43) | 16.19 (14.83–17.56) | ||
| BSLb | Median | FP | 12.41 (11.07–13.75) | 33.82 (31.80–35.84) |
| FN | 11.18 (9.93–12.43) | 16.19 (14.83–17.56) | ||
| Q1 | FP | 12.31 (10.99–13.64) | 30.44 (28.45–32.43) | |
| FN | 11.29 (10.04–12.55) | 17.83 (16.37–19.29) | ||
| Q3 | FP | 13.09 (11.74–14.45) | 40.49 (38.54–42.43) | |
| FN | 10.91 (9.65–12.17) | 13.59 (12.25–14.91) | ||
| NSL-Ic | Median | FP | 12.86 (11.49–14.22) | 37.21 (35.19–39.22) |
| FN | 10.98 (9.71–12.25) | 14.95 (13.64–16.27) | ||
| NSL-IId | Median | FP | 13.09 (11.74–14.45) | 40.49 (38.54–42.43) |
| FN | 10.91 (9.65–12.17) | 13.59 (12.26–14.91) | ||
CI = confidence interval, HSL = highly-standardized laboratory, BSL = basically-standardized laboratory, NSL = non-standardized laboratory, DM = diabetes mellitus, IFG = impaired fasting glucose, Q1 = 1st quartile, Q3 = 3rd quartile, FP = false positive, FN = false negative, KNHANES = Korea National Health and Nutrition Examination Survey, VIS = variance index score, KLAP = Korean Laboratory Accreditation Program, KEQAS = Korean External Quality Assessment Scheme.
aLaboratories received both KLAP and KEQAS accreditations; bLaboratories received KEQAS accreditation only; cLaboratories received neither KLAP nor KEQAS accreditation (one difference in VIS between HSL and BSL); dLaboratories received neither KLAP nor KEQAS accreditation (two differences in VIS between HSL and BSL).
Fig. 3Estimated prevalence of DM and IFG according to the standardized level assuming false positivity and false negativity. Each point and its vertical bar represents average prevalence and its 95% confidence interval. The dashed line indicates the prevalence in the KNHANES dataset, which is considered the reference value. Estimated prevalence of (A) DM and (B) IFG according to laboratory standardization level.
DM = diabetes mellitus, IFG = impaired fasting glucose, KNHANES = Korea National Health and Nutrition Examination Survey, FP = false positive, FN = false negative, HSL = highly-standardized laboratory, BSL = basically-standardized laboratory, NSL = non-standardized laboratory.