| Literature DB >> 28878940 |
Amal R Khanolkar1,2, Rakesh Amin1, David Taylor-Robinson3, Russell M Viner1, Justin Warner4, Evelien F Gevers5,6, Terence Stephenson1.
Abstract
Some ethnic minorities with type 1 diabetes (T1D) have worse glycemic control (higher glycated hemoglobin (HbA1c)) and increased risk for vascular complications. There is limited evidence on the impact of ethnicity on early glycemic control when most patients experience transient remission postdiagnosis. We examined associations between ethnicity and longitudinal HbA1c trajectories during the first 6 months postdiagnosis in a multiethnic cohort in East London. RESEARCH DESIGN AND METHODS: Data on 443 (50% female) children <19 years of age, with T1D and attending one of three clinics in East London between January 2005 and December 2015 were included. Linear mixed-effects modeling was used to assess ethnic differences in longitudinal HbA1c trajectories during the first 6 months postdiagnosis (1,028 HbA1c data points), adjusting for sex, age at diagnosis, socioeconomic status and pH at diagnosis. Growth curve modeling was used to plot discrete HbA1c trajectories by ethnicity.Entities:
Keywords: HbA1c; United Kingdom; diabetes mellitus; ethnicity; glycaemic control; inequalities; type 1
Year: 2017 PMID: 28878940 PMCID: PMC5574434 DOI: 10.1136/bmjdrc-2017-000423
Source DB: PubMed Journal: BMJ Open Diabetes Res Care ISSN: 2052-4897
Characteristics of the study population (n=443) diagnosed with type 1 diabetes between 1 January 2005 and 31 December 2015. Values are means (SD) or proportions
| Ethnic group | ||||||||
| Characteristics | White | Mixed ethnicity | Black | African-Somali | Bangladeshi | Asian-Other | Total | p Value* |
| Girls | 46 | 38 | 47 | 54 | 64 | 55 | 50 | 0.14 |
| Age at diagnosis (years) | 9.1 (4.5) | 7.7 (4.0) | 9.2 (3.9) | 7.7 (4.2) | 9.3 (4.2) | 9.1 (4.6) | 8.9 (4.4) | 0.2 |
| Glycated Hemoglobin (HbA1c) at diagnosis (mmol/mol)† | 92.1 (20.8) | 88.8 (22.1) | 95.2 (25.4) | 91.8 (21.6) | 99.9 (24.1) | 93.2 (32.5) | 93.7 (24.1) | 0.62 |
| HbA1c at 6 months (mmol/mol)‡ | 58.9 (14.1) | 60.8 (14.7) | 68.1 (26.1) | 64.7 (16.9) | 61.2 (19.5) | 60.4 (17.9) | 61.3 (17.9) | 0.15 |
| Mean difference in HbA1c between diagnosis and 6 months (mmol/mol) | 33.2 | 28 | 27.1 | 27.1 | 38.7 | 32.8 | 32.4 | |
| pH at diagnosis§ | 7.58 (0.173) | 7.271 (0.146) | 7.270 (0.152) | 7.311 (0.150) | 7.296 (0.154) | 7.272 (0.163) | 7.272 (0.161) | 0.68 |
| Diabetic ketoacidosis at diagnosis, pH<7.3 (%)§ | 44 | 50 | 40 | 36 | 30 | 40 | 41 | 0.62 |
| Index of multiple deprivation score | 10 537 (7303) | 5973 (3588) | 6166 (3953) | 5035 (2911) | 6855 (5324) | 8665 (5178) | 8291 (6029) | <0.001 |
| Proportion in lowest quartile | 18 | 38 | 38 | 49 | 36 | 20 | 28 | <0.001 |
| Number of clinic visits | 2.6 (1.3) | 2.8 (1.6) | 2.7 (1.5) | 2.5 (1.3) | 2.6 (1.3) | 2.9 (1.7) | 2.7 (1.5) | 0.11 |
*Test for difference in means or proportions.
†Two hundred and two HbA1c values recorded during the first 1 month postdiagnosis.
‡Two hundred and eighty-five HbA1c values recorded between the fifth and sixth months postdiagnosis.
§Smaller sample, n=338.
Mixed-effects models for change in glycaemic control (HbA1c) during the first 6 months postdiagnosis in children with type 1 diabetes and attending paediatric diabetes clinics in East London
| Covariates | Model1: growth model | Model 2: plus age at diagnosis | Model 3: plus ethnicity | Model 4: plus socioeconomic status | Model 5: plus pediatric diabetes clinic |
| Fixed effects | |||||
| Constant/intercept | 95.1 (92.4, 97.7) | 97. 9 (92.5, 103.4) | 93.5 (87.8, 99.3) | 91.1 (84.9, 97.2) | 90.4 (84.3, 96.5) |
| Duration | |||||
| Linear | −19.6 (−21.1, −18.1) | −19.6 (−21.1, −18.1) | −19.6 (−21.1, −18.1) | −19.6 (−21.1, −18.1) | −19.6 (−21.2, −18.1) |
| Quadratic | 2.4 (2.2, 2.7) | 2.4 (2.2, 2.7) | 2.4 (2.2, 2.7) | 2.4 (2.2, 2.7) | 2.4 (2.2, 2.7) |
| Sex | |||||
| Male | Ref | Ref | Ref | Ref | |
| Female | −2.5 (−5.2, 0.1) | −1.9 (−4.6, 0.7) | −1.9 (−4.5, 0.7) | −1.9 (−4.5, 0.7) | |
| Age at diagnosis | 0.1 (−0.2, 0.4) | 0.1 (−0.2, 0.4) | 0.1 (−0.2, 0.4) | 0.1 (−0.3, 0.3) | |
| Ethnicity | |||||
| White | Ref | Ref | Ref | ||
| Mixed ethnicity | 4.1 (−0.9, 9.1) | 4.6 (−0.4, 9.7) | 3.9 (−1.0, 8.9) | ||
| Black | 3.3 (−0.9, 7.4) | 3.7 (−0.5, 8.0) | 4.0 (−0.1, 8.1) | ||
| African-Somali | 4.1 (−0.8, 9.1) | 5.1 (0.1, 10.1) | 4.5 (−0.5, 9.4) | ||
| Bangladeshi | 8.8 (4.3, 13.3) | 9.3 (4.7, 14.0) | 9.4 (4.8, 13.9) | ||
| Asian-Other | 5.8 (2.3, 9.4) | 5.7 (2.2, 9.3) | 3.9 (0.2, 7.6) | ||
| Socioeconomic status | |||||
| Quartile 1 (poorest) | Ref | Ref | |||
| Quartile 2 | 3.2 (−0.3, 6.7) | 2.6 (−0.8, 6.1) | |||
| Quartile 3 | 3.9 (0.2, 7.6) | 2.5 (−1.1, 6.3) | |||
| Quartile 4 (richest) | 2.5 (−1.5, 6.5) | 2.7 (−1.3, 6.7) | |||
| Pediatric diabetes clinic | |||||
| Clinic 1 | Ref | ||||
| Clinic 2 | 1.7 (−2.1, 5.4) | ||||
| Clinic 3 | 6.1 (2.8, 9.3) | ||||
| Interclass correlation | 0.77 | 0.77 | 0.76 | 0.76 | 0.76 |
| Goodness of fit | |||||
| Aikake information criterion (AIC) | 8690.614 | 8690.926 | 8682.079 | 8683.001 | 8673.485 |
| Bayesian information criterion (BIC) | 8725.161 | 8735.345 | 8751.175 | 8766.902 | 8767.257 |
| −2 Log-likelihood | 8676 | 8672 | 8654 | 8648 | 8635 |
Figure 1Predicted glycemic control (glycated hemoglobin or (HbA1c) trajectories during the first 6 months postdiagnosis by ethnicity. Trajectories are estimated for a sample group with a mean age of diagnosis=9 years and indices of multiple deprivation=quartile 3.
Mixed-effects models for change in glycaemic control (HbA1c) during the first 6 months postdiagnosis adjusted for pH levels at diagnosis, in children with type 1 diabetes
| Covariates | Model | Model 2: additionally adjusted for SES |
| Fixed effects | ||
| Constant/intercept | 202.1 (134.2, 270.9) | 203.7 (136.4, 271.1) |
| Duration | ||
| Linear | −20.6 (−22.5,–18.8) | −20.8 (−22.6,–18.9) |
| Quadratic | 2.5 (2.3, 2.8) | 2.6 (2.3, 2.8) |
| Sex | ||
| Male | Ref | Ref |
| Female | −0.5 (−3.5, 2.5) | −0.4 (−3.3, 2.6) |
| Age at diagnosis | 0.1 (−0.2, 0.5) | 0.1 (−0.3, 0.4) |
| pH at diagnosis | −15.2 (−24.7, −5.7) | −15.7 (−25.1, −6.3) |
| Ethnicity | ||
| White | Ref | Ref |
| Mixed ethnicity | 7.1 (1.7, 12.6) | 6.5 (1.1, 11.9) |
| Black | 4.2 (0.2, 8.8) | 4.6 (0.9, 9.1) |
| African-Somali | 4.7 (−0.9, 10.3) | 5.2 (−0.4, 10.9) |
| Bangladeshi | 10.1 (4.9, 15.3) | 10.6 (5.4, 15.7) |
| Asian-Other | 7.5 (3.4, 11.5) | 5.3 (1.8, 9.4) |
| Socioeconomic status | ||
| Quartile 1 (poorest) | ||
| Quartile 2 | 2.2 (−1.7, 6.1) | |
| Quartile 3 | 1.9 (−2.1, 5.9) | |
| Quartile 4 (richest) | 2.7 (−1.9, 7.3) | |
| Pediatric diabetes clinic | ||
| Clinic 1 | Ref | |
| Clinic 2 | 1.9 (−2.5, 6.3) | |
| Clinic 3 | 6.1 (2.4, 9.6) | |
| Goodness of fit | ||
| Aikake information criterion (AIC) | 6434.644 | 6430.969 |
| Bayesian information criterion (BIC) | 6504.184 | 6523.688 |