| Literature DB >> 21270269 |
Yonas Berhan1, Ingeborg Waernbaum, Torbjörn Lind, Anna Möllsten, Gisela Dahlquist.
Abstract
OBJECTIVE: During the past few decades, a rapidly increasing incidence of childhood type 1 diabetes (T1D) has been reported from many parts of the world. The change over time has been partly explained by changes in lifestyle causing rapid early growth and weight development. The current study models and analyzes the time trend by age, sex, and birth cohort in an exceptionally large study group. RESEARCH DESIGN AND METHODS: The present analysis involved 14,721 incident cases of T1D with an onset of 0-14.9 years that were recorded in the nationwide Swedish Childhood Diabetes Registry from 1978 to 2007. Data were analyzed using generalized additive models.Entities:
Mesh:
Year: 2011 PMID: 21270269 PMCID: PMC3028358 DOI: 10.2337/db10-0813
Source DB: PubMed Journal: Diabetes ISSN: 0012-1797 Impact factor: 9.461
Age- and sex-specific rates of T1D in Sweden 1978–2007: incidence per 100,000 children per year in 3-year periods (95% CI)
| Time period | Sex | 0–4 years | 5–9 years | 10–14 years | 0–14 years |
|---|---|---|---|---|---|
| 1978–1980 | M | 15.0 (10.2–19.7) | 21.0 (15.7–26.3) | 31.2 (24.9–37.5) | 22.8 (19.6–26.1) |
| F | 11.7 (8.0–15.3) | 23.3 (17.4–29.2) | 25.4 (20.0–30.7) | 20.4 (17.6–23.5) | |
| TOT | 13.3 (10.1–16.6) | 22.1 (18.2–26.0) | 28.3 (24.1–32.7) | ||
| 198 | 369 | 503 | |||
| 1981–1983 | M | 19.0 (13.4–24.4) | 29.1 (22.6–35.6) | 32.9 (26.2–39.5) | 27.3 (23.7–31.0) |
| F | 15.2 (10.6–19.8) | 28.2 (21.9–34.6) | 28.7 (23.0–34.4) | 24.4 (21.2–27.7) | |
| TOT | 17.1 (13.4–20.8) | 28.7 (24.1–33.3) | 30.8 (26.2–35.4) | ||
| 244 | 449 | 518 | |||
| 1984–1986 | M | 18.4 (13.0–23.8) | 26.2 (19.8–32.5) | 31.1 (24.6–37.6) | 25.6 (22.0–29.1) |
| F | 19.0 (13.5–24.5) | 28.3 (21.8–34.7) | 32.1 (25.7–38.6) | 26.8 (23.2–30.3) | |
| TOT | 18.7 (14.8–22.6) | 27.2 (22.5–31.8) | 31.6 (26.9–36.2) | ||
| 267 | 369 | 522 | |||
| 1987–1989 | M | 14.8 (10.2–19.5) | 29.3 (22.6–36.1) | 35.9 (28.6–43.2) | 27.2 (23.0–30.2) |
| F | 13.2 (8.5–17.9) | 26.3 (19.8–32.7) | 31.3 (24.8–37.8) | 24.0 (20.1–27.0) | |
| TOT | 14.0 (10.8–17.3) | 27.8 (23.1–32.5) | 33.6 (28.6–38.7) | ||
| 219 | 402 | 517 | |||
| 1990–1992 | M | 16.7 (12.1–21.3) | 27.5 (21.0–33.9) | 38.1 (30.5–45.7) | 28.0 (23.2–30.4) |
| F | 15.5 (10.7–20.3) | 28.8 (21.2–36.3) | 32.2 (24.9–39.4) | 25.9 (21.2–28.7) | |
| TOT | 16.1 (12.9–19.4) | 28.1 (23.5–32.7) | 35.2 (30.0–40.5) | ||
| 284 | 420 | 521 | |||
| 1993–1995 | M | 22.2 (16.9–27.5) | 30.6 (24.2–37.1) | 35.1 (27.9–42.4) | 29.6 (25.3–32.6) |
| F | 20.4 (15.6–21.2) | 36.7 (29.5–43.0) | 32.7 (25.4–40.1) | 30.2 (25.9–33.3) | |
| TOT | 21.3 (17.6–25.0) | 33.7 (28.8–38.4) | 33.9 (28.9–39.1) | ||
| 383 | 562 | 508 | |||
| 1996–1998 | M | 23.8 (18.0–29.7) | 32.8 (26.4–39.1) | 41.5 (33.8–49.2) | 33.2 (28.9–36.6) |
| F | 24.6 (18.9–30.3) | 35.3 (28.6–42.0) | 35.8 (28.9–42.7) | 32.2 (28.4–35.9) | |
| TOT | 24.2 (20.0–28.5) | 34.0 (29.4–38.7) | 38.7 (33.4–44.1) | ||
| 380 | 622 | 610 | |||
| 1999–2001 | M | 28.8 (22.0–35.6) | 39.1 (32.0–46.2) | 42.0 (34.7–49.4) | 37.0 (33.1–41.4) |
| F | 22.7 (17.0–28.5) | 39.6 (32.5–46.7) | 38.3 (31.1–45.5) | 33.9 (30.4–38.3) | |
| TOT | 25.8 (21.2–30.5) | 39.3 (34.2–44.4) | 40.2 (35.1–45.4) | ||
| 357 | 687 | 708 | |||
| 2002–2004 | M | 29.7 (22.8–36.6) | 47.4 (39.0–55.8) | 50.0 (42.3–57.8) | 42.9 (38.7–47.7) |
| F | 27.6 (21.6–33.7) | 54.3 (44.7–63.9) | 43.4 (35.9–50.7) | 42.1 (37.6–46.7) | |
| TOT | 28.7 (23.9–33.5) | 50.9 (44.5–57.0) | 46.7 (41.5–52.2) | ||
| 408 | 765 | 873 | |||
| 2005–2007 | M | 26.2 (20.0–32.4) | 46.1 (37.5–54.6) | 64.8 (55.6–74.0) | 46.7 (41.6–51.1) |
| F | 24.1 (17.7–30.6) | 49.7 (40.4–59.1) | 48.1 (39.5–56.7) | 41.2 (36.0–45.6) | |
| TOT | 25.2 (20.8–29.6) | 47.9 (41.6–54.1) | 56.5 (50.5–62.9) | ||
| 387 | 676 | 966 |
Generalized additive models for the Poisson family with a log link
| Models | Residual deviance | Residual degrees of freedom | Change in deviance | Change in degrees of freedom | ||
|---|---|---|---|---|---|---|
| (1) Null model | 1,923.98 | 179.00 | — | — | ||
| (2) Year | 1,174.77 | 172.68 | 749.21 | 6.32 | <0.0001 | 0.49 |
| (3) Year + Age | 582.42 | 170.64 | 592.35 | 2.03 | <0.0001 | 0.71 |
| (4) Year + Age + Sex | 579.44 | 169.64 | 2.98 | 1.00 | 0.08 | 0.71 |
| (5) Year + Age + Sex + Year × Age | 135.28 | 89.00 | 444.16 | 80.64 | <0.0001 | 0.87 |
| (6) Year + Age + Sex + Year × Age + Year × Sex | 96.74 | 60.00 | 38.54 | 29.00 | 0.11 | 0.87 |
| (7) Year + Age + Sex + Year × Age + Age × Sex | 103.61 | 87.00 | 31.67 | 2.00 | <0.0001 | 0.91 |
The models are evaluated with the response variable being the incidence of T1D. A smooth term is estimated for the time trend and linear coefficients for age, sex, and interaction terms.
FIG. 1.A: Incidence of childhood diabetes by calendar year for boys and girls, respectively. Observed and estimated data, GAM; model 4. B: Incidence of childhood diabetes in three ages at onset groups by calendar year. Observed and estimated data, GAM; model 7.
FIG. 2.A: Cumulative incidence of childhood T1D in five calendar year groups. B: Cumulative incidence of childhood T1D for yearly birth cohorts 2000–2006.