| Literature DB >> 36231389 |
Ihn-Sook Jeong1, Chan-Mi Kang2.
Abstract
OBJECTIVES: To identify the time from hyperglycemia to diabetes mellitus (DM) diagnosis and treatment, the risk factors for diabetes development, and the prevalence of comorbidities/complications in patients > 40 years of age.Entities:
Keywords: diabetes complications; diabetes mellitus; early diagnosis; time-to-treatment
Mesh:
Substances:
Year: 2022 PMID: 36231389 PMCID: PMC9566253 DOI: 10.3390/ijerph191912090
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 4.614
Figure 1Flowchart of study participants’ selection. Note. DM—diabetes mellitus; KoGES—Korean Genome and Epidemiology Study.
Participants’ characteristics at the 1st follow-up (N = 186).
| Characteristics | Total | DM Diagnosis among All | DM Treatment among All | ||||
|---|---|---|---|---|---|---|---|
| M ± SD |
|
| |||||
| Sex | Male | 106 (57.0) | 41 (55.4) | 0.723 | 39 (55.7) | 0.785 | |
| Female | 80 (43.0) | 33 (44.6) | 31 (44.3) | ||||
| Age (years) | 40–49 | 66 (35.5) | 55.08 ± 8.92 | 25 (33.8) | 0.049 | 24 (34.3) | 0.075 |
| 50–59 | 60 (32.3) | 31 (41.9) | 29 (41.4) | ||||
| 60–69 | 60 (32.3) | 18 (24.3) | 17 (24.3) | ||||
| Current alcohol use | No | 84 (45.2) | 31 (41.9) | 0.466 | 28 (40.0) | 0.272 | |
| Yes | 102 (54.8) | 43 (58.1) | 42 (60.0) | ||||
| Current smoking | No | 142 (76.3) | 55 (74.3) | 0.598 | 52 (74.3) | 0.608 | |
| Yes | 44 (23.7) | 19 (25.7) | 18 (25.7) | ||||
| Hypertension | No | 138 (74.2) | 50 (67.6) | 0.093 | 46 (65.7) | 0.040 | |
| Yes | 48 (25.8) | 24 (32.4) | 24 (34.3) | ||||
| Dyslipidemia | No | 182 (97.8) | 73 (98.6) | 0.541 | 69 (98.6) | 0.598 | |
| Yes | 4 (2.2) | 1 (1.4) | 1 (1.4) | ||||
| Family history of DM | No | 173 (93.0) | 64 (86.5) | 0.005 | 60 (85.7) | 0.002 | |
| Yes | 13 (7.0) | 10 (13.5) | 10 (14.3) | ||||
| Body mass index (kg/m2) | <25 | 85 (45.7) | 25.08 ± 3.37 | 21 (28.4) | <0.001 | 20 (28.6) | <0.001 |
| ≥25 | 101 (54.3) | 53 (71.6) | 50 (71.4) | ||||
| FBS (mg/dL) | <100 | 66 (35.5) | 112.4 ± 28.42 | 13 (17.6) | <0.001 | 11 (15.8) | <0.001 |
| 100–125 | 80 (43.0) | 41 (55.4) | 40 (57.1) | ||||
| ≥126 | 40 (21.5) | 20 (27.0) | 19 (27.1) | ||||
| PP2 (a) (mg/dL) | <140 | 16 (8.8) | 213.22 ± 50.26 | 4 (5.7) | 0.506 | 4 (6.1) | 0.468 |
| 140–199 | 8 (4.4) | 3 (4.3) | 2 (3.0) | ||||
| ≥200 | 158 (86.8) | 63 (90.0) | 60 (90.9) | ||||
| DM diagnosed | No | 112 (60.2) | - | - | |||
| Yes | 74 (39.8) | 74 (100.0) | - | ||||
| DM treated | No | 116 (62.4) | 4 (5.4) | - | |||
| Yes | 70 (37.6) | 70 (94.6) | - | ||||
Note. DM—diabetes mellitus; FBS—fasting blood sugar; M—mean; PP2—postprandial 2 hours glucose; SD—standard deviation. (a) Missing data were excluded.
Time to DM diagnosis and DM treatment.
| Duration (Years) | Time to DM dx from Hyperglycemia | Time to DM tx from Hyperglycemia | Time to DM tx from DM dx |
|---|---|---|---|
|
| ( | ( | ( |
| < 2.0 | 7 (3.8) | 5 (2.7) | 63 (85.1) |
| 2.0–3.9 | 32 (17.2) | 26 (14.0) | 6 (8.1) |
| 4.0–5.9 | 17 (9.1) | 19 (10.2) | 1 (1.4) |
| 6.0–7.9 | 24 (12.9) | 25 (13.4) | 3 (4.1) |
| 8.0–9.9 | 11 (5.9) | 11 (5.9) | - |
| 10.0–11.9 | 9 (4.8) | 10 (5.4) | 1 (1.4) |
| ≥12.0 | 86 (46.2) | 90 (48.4) | - |
| M ± SE | 10.87 ± 0.36 | 11.34 ± 0.34 | 1.02 ± 0.28 |
| Median (95% CI) | 14.17 (13.92–14.42) | 14.17 (13.93–14.41) | - |
|
| ( | ( | ( |
| < 2.0 | 6 (8.1) | 4 (5.7) | 62 (88.6) |
| 2.0–3.9 | 21 (28.4) | 14 (20.0) | 5 (7.1) |
| 4.0–5.9 | 10 (13.5) | 12 (17.1) | 1 (1.4) |
| 6.0–7.9 | 14 (18.9) | 13 (18.6) | 2 (2.9) |
| 8.0–9.9 | 7 (9.5) | 7 (10.0) | - |
| 10.0–11.9 | 7 (9.5) | 8 (11.4) | - |
| ≥12 | 9 (12.2) | 12 (17.1) | - |
| M ± SE | 6.21 ± 0.45 | 7.06 ± 0.47 | 0.63 ± 0.18 |
| Median (95% CI) | 5.92 (4.16–7.67) | 6.17 (4.5–7.84) | - |
Note. CI—confidence interval; DM—diabetes mellitus; dx—diagnosis; M—mean; SE—standard error; tx, treatment.
Figure 2Kaplan–Meier curve for diabetes treatment over time for hyperglycemia.
Time to DM diagnosis and DM treatment according to participants’ characteristics at the 1st follow-up.
| Characteristics | Time to DM dx (a) (N = 186) | Time to DM tx (a) (N = 186) | Time from DM dx to DM tx (a) (N = 74) | |||||||
|---|---|---|---|---|---|---|---|---|---|---|
| M ± SE | MD |
| M ± SE | MD (95% CI) |
| M ± SE | MD (95% CI) |
| ||
| Sex | Male | 10.71 ± 0.50 | 0 (0–0) | 0.974 | 11.21 ± 0.46 | 0 (0–0) | 0.911 | 1.07 ± 0.32 | 0 (0–0) | 0.710 |
| Female | 11.06 ± 0.53 | 14.17 (13.74–14.59) | 11.48 ± 0.50 | 14.17 (13.74–14.59) | 0.98 ± 0.48 | 0 (0–0) | ||||
| Age (years) | 40–49 | 10.96 ± 0.60 | 14.33 (0–0) | 0.129 | 11.46 ± 0.54 | 14.33 (0–0) | 0.159 | 1.08 ± 0.38 | 0 (0–0) | 0.940 |
| 50–59 | 10.15 ± 0.62 | 12.5 (8.56–16.44) | 10.75 ± 0.59 | 13.83 (11.87–15.80) | 0.86 ± 0.38 | 0 (0–0) | ||||
| 60–69 | 11.40 ± 0.65 | 0 (0–0) | 11.73 ± 0.61 | 0 (0–0) | 1.00 ± 0.63 | 0 (0–0) | ||||
| Current alcohol use | No | 10.99 ± 0.55 | 14.33 (0–0) | 0.497 | 11.56 ± 0.50 | 14.33 (0–0) | 0.305 | 1.27 ± 0.54 | 0 (0–0) | 0.536 |
| Yes | 10.71 ± 0.48 | 14.17 (9.19–19.14) | 11.12 ± 0.45 | 13.92 (12.13–15.70) | 0.84 ± 0.28 | 0 (0–0) | ||||
| Current smoking | No | 11.17 ± 0.40 | 14.33 (13.85–14.81) | 0.116 | 11.52 ± 0.37 | 14.33 (13.85–14.81) | 0.127 | 0.81 ± 0.32 | 0 (0–0) | 0.178 |
| Yes | 9.62 ± 0.82 | 10.5 (0–0) | 10.40 ± 0.75 | 12.00 (8.65–15.35) | 1.70 ± 0.58 | 0 (0–0) | ||||
| Hypertension | No | 11.13 ± 0.40 | 14.33 (13.78–14.89) | 0.130 | 11.69 ± 0.36 | 14.33 (13.87–14.79) | 0.062 | 1.27 ± 0.40 | 0 (0–0) | 0.263 |
| Yes | 9.96±0.76 | 13.92 (9.29–18.54) | 10.23 ± 0.74 | 12.33 (9.24–15.43) | 0.55 ± 0.29 | 0 (0–0) | ||||
| Dyslipidemia | No | 10.80 ± 0.37 | 14.17 (13.92–14.42) | 0.417 | 11.28 ± 0.34 | 14.17 (13.93–14.41) | 0.459 | 1.04 ± 0.28 | 0 (0–0) | 0.557 |
| Yes | 13.44 ± 0.56 | 0 (0–0) | 13.44 ± 0.56 | 0 (0–0) | 0 ± 0 | 0 (0–0) | ||||
| Family history | No | 11.02 ± 0.38 | 14.33 (13.65–15.01) | 0.034 | 11.42 ± 0.36 | 14.33 (13.65–15.01) | 0.046 | 0.94 ± 0.31 | 0 (0–0) | 0.362 |
| Yes | 9.42 ± 1.19 | 9.92 (4.93–14.91) | 10.75 ± 1.08 | 12.00 (9.46–14.54) | 1.75 ± 0.94 | 0 (0–0) | ||||
| BMI (kg/m2) | <25 | 12.15 ± 0.47 | 14.33 (10.39–18.28) | <0.001 | 12.42 ± 0.44 | 14.33 (11.08–17.58) | <0.001 | 0.83 ± 0.37 | 0 (0–0) | 0.999 |
| ≥25 | 9.77 ± 0.51 | 12.00 (8.69–15.31) | 10.40 ± 0.48 | 13.75 (11.58–15.92) | 1.04 ± 0.34 | 0 (0–0) | ||||
| FBS (mg/dL) | <100 | 12.45 ± 0.45 | - | <0.001 | 12.92 ± 0.37 | - | <0.001 | 2.27 ± 1.14 | 0 (0–0) | 0.179 |
| 100–125 | 9.97 ± 0.56 | 12.50 (9.31–15.69) | 10.38 ± 0.53 | 13.75 (10.64–16.86) | 0.67 ± 0.22 | 0 (0–0) | ||||
| ≥126 | 9.59 ± 0.85 | 11.50 (5.81–17.19) | 10.15 ± 0.82 | 13.83 (8.03–19.63) | 1.04 ± 0.53 | 0 (0–0) | ||||
| PP2 (mg/dL) | <140 | 11.99 ± 1.08 | - | 0.478 | 12.44 ± 1.00 | - | 0.550 | 1.92 ± 1.92 | 0 (0–0) | 0.498 |
| 140–199 | 9.41 ± 2.25 | 6.00 | 11.04 ± 2.01 | - | 1.39 ± 0.58 | 1.83 (0–4.77) | ||||
| ≥200 | 10.76 ± 0.39 | 14.17 (13.96–14.37) | 11.18 ± 0.36 | 14.17 (13.98–14.36) | 0.96 ± 0.30 | 0 (0–0) | ||||
Note. BMI—body mass index; CI—confidence interval; DM—diabetes mellitus; dx—diagnosis; FBS—fasting blood sugar; M—mean; MD—median; PP2—postprandial 2 hours glucose; SE—standard error; tx—treatment. (a) Censoring included.
Risk factors for DM diagnosis and treatment (N = 186).
| Characteristics | DM Diagnosis | DM Treatment | |||||||
|---|---|---|---|---|---|---|---|---|---|
| Unadjusted HR (95% CI) |
| Adjusted HR (95% CI) |
| Unadjusted HR (95% CI) |
| Adjusted HR (95% CI) |
| ||
| Sex (ref. Male) | Female | 0.99 (0.63–1.57) | 0.974 | 0.97 (0.61–1.56) | 0.912 | ||||
| Age (years) (ref.40–49) | 50–59 | 1.45 (0.85–2.45) | 0.172 | 1.43 (0.83–2.45) | 0.200 | ||||
| 60–69 | 0.82 (0.45–1.52) | 0.533 | 0.82 (0.44–1.53) | 0.534 | |||||
| Current alcohol use (ref. No) | Yes | 1.17 (0.74–1.86) | 0.501 | 1.28 (0.79–2.07) | 0.308 | ||||
| Current smoking (ref. No) | Yes | 1.52 (0.90–2.58) | 0.121 | 1.52 (0.88–2.61) | 0.132 | ||||
| Hypertension (ref. No) | Yes | 1.88 (1.05–3.37) | 0.035 | 1.66 (0.92–3.02) | 0.094 | 2.00 (1.11–3.61) | 0.021 | 1.92 (1.07–3.46) | 0.029 |
| Dyslipidemia (ref. No) | Yes | 0.45 (0.06–3.26) | 0.432 | 0.48 (0.07–3.48) | 0.470 | ||||
| Family history of DM (ref. No) | Yes | 2.02 (1.04–3.95) | 0.039 | 1.66 (0.83–3.3) | 0.149 | 1.95 (1.00–3.81) | 0.051 | ||
| BMI (kg/m2) (ref. <25) | ≥25 | 2.51 (1.51–4.16) | <0.001 | 2.41 (1.45–4.01) | 0.001 | 2.45 (1.46–4.12) | 0.001 | 2.42 (1.44–4.07) | 0.001 |
| FBS (mg/dL) (ref. <126) | ≥126 | 1.64 (0.98–2.74) | 0.060 | 1.66 (0.98–2.82) | 0.059 | ||||
| PP2 (mg/dL) (ref. < 200) | ≥200 | 1.37 (0.63–3.00) | 0.431 | 1.55 (0.67–3.61) | 0.304 | ||||
Note. BMI—body mass index; CI—confidence interval; DM—diabetes mellitus; FBS—fasting blood sugar; HR—hazard ratio; PP2—postprandial 2 hours glucose.
Prevalence of comorbidity and complications of DM at DM diagnosis and treatment.
| At the Time of DM Diagnosis | When to Start DM Treatment | |
|---|---|---|
| Any conditions | 27 (36.5) | 29 (41.4) |
| Hypertension | 22 (29.7) | 23 (32.9) |
| Dyslipidemia | 9 (12.2) | 10 (14.3) |
| Cerebrovascular disease | 0 (0) | 2 (2.9) |
| Coronary artery disease | 2 (2.7) | 2 (2.9) |
| Myocardial infarction | 0 (0) | 0 (0) |
| Kidney disease | 0 (0) | 0 (0) |
Note. DM—diabetes mellitus.