| Literature DB >> 30573652 |
Tandy Aye1, Paul K Mazaika2, Nelly Mauras3, Matthew J Marzelli2, Hanyang Shen2, Tamara Hershey4, Allison Cato5, Stuart A Weinzimer6, Neil H White7, Eva Tsalikian8, Booil Jo2, Allan L Reiss.
Abstract
OBJECTIVE: This study examined whether a history of diabetic ketoacidosis (DKA) is associated with changes in longitudinal cognitive and brain development in young children with type 1 diabetes. RESEARCH DESIGN AND METHODS: Cognitive and brain imaging data were analyzed from 144 children with type 1 diabetes, ages 4 to <10 years, who participated in an observational study of the Diabetes Research in Children Network (DirecNet). Participants were grouped according to history of DKA severity (none/mild or moderate/severe). Each participant had unsedated MRI scans and cognitive testing at baseline and 18 months.Entities:
Mesh:
Year: 2018 PMID: 30573652 PMCID: PMC6385695 DOI: 10.2337/dc18-1405
Source DB: PubMed Journal: Diabetes Care ISSN: 0149-5992 Impact factor: 19.112
Characteristics of study subjects
| Unmatched | Matched for HbA1c and age | |||||
|---|---|---|---|---|---|---|
| None/mild | Moderate/severe | None/mild | Moderate/severe | |||
| Demographics | ||||||
| Sex | 0.07 | |||||
| Male | 55 | 11 | 18 | 11 | ||
| Female | 43 | 19 | 12 | 19 | ||
| Age at baseline (years) | 7.18 (1.7) | 6.35 (1.4) | 0.02 | 6.38 (1.5) | 6.35 (1.4) | 0.94 |
| Onset age (years) | 4.37 (1.8) | 3.36 (2.0) | 0.01 | 3.74 (1.5) | 3.36 (2.0) | 0.41 |
| Diabetes duration at | 2.73 (1.9) | 2.94 (1.9) | 0.45 | 2.56 (1.9) | 2.94 (1.9) | 0.45 |
| Glycemic characteristics | ||||||
| Avg HbA1c (%) over 18 months | 7.8 (0.8) | 8.2 (0.9) | 0.02 | 7.9 (0.8) | 8.2 (0.9) | 0.19 |
| Avg HbA1c (mmol/mol) over 18 months | 62 (9) | 66 (10) | 63 (9) | 66 (10) | ||
| Avg AOC 70 mg/dL (%) | 0.7 (0.5) | 0.8 (0.6) | 0.48 | 0.7 (0.6) | 0.8 (0.7) | 0.67 |
| Avg AOC >300 mg/dL (%) | 12.8 (7.4) | 17.3(8.7) | 0.01 | 12.6 (6.9) | 17.3 (8.7) | 0.02 |
| MAGE (mg/dL) | 157 (24) | 175 (26) | 0.11 | 161 (27) | 175 (26) | 0.52 |
| Brain volume | ||||||
| GMV_ | 694 (54) | 672 (48) | 0.55 | 688 (51) | 672 (48) | 0.52 |
| WMV_ | 449 (41) | 433 (32) | 0.97 | 438 (41) | 433 (32) | 0.73 |
| GMV_ | 703 (54) | 685 (49) | 0.76 | 698 (48) | 685 (49) | 0.70 |
| WMV_ | 459 (42) | 448 (34) | 0.66 | 449 (41) | 448 (34) | 0.49 |
| Brain growth during study | ||||||
| GMV growth rate (mL/year) | 5.7 (5) | 8.5 (5) | 0.14 | 6.4 (5) | 8.5 (5) | 0.04 |
| WMV growth rate (mL/year) | 7.2 (4) | 9.5 (4) | 0.04 | 7.2 (4) | 9.5 (4) | 0.04 |
Data are presented as n or mean (SD). For the unmatched groups, the moderate/severe group was significantly younger in age, younger at onset age, and had higher glycemic exposure during the study. The matched subgroups reduced those differences. For the CGM data, Avg AOC (area over the blood concentration–time curve) 70 mg/dL is the average amount of time spent under 70 mg/dL, Avg >300 mg/dL is the average time spent over 300 mg/dL. For the brain volume data, growth rate is calculated as the difference in T18 − Tb divided by time interval in years.
*Covaried for age and sex.
Differences in regional brain growth dependent on DKA severity
| Brain matter | Regions contained in cluster | Volume (mL) | |
|---|---|---|---|
| GMV | Bilateral postcentral/angular/supramarginal gyri, inferior parietal lobule, bilateral cuneus, precuneus, left middle temporal gyrus | 68.1 | <0.001 |
| GMV | Left frontal lobe (superior/middle/inferior frontal gyri and precentral gyrus) | 33.3 | 0.001 |
| GMV | Left bilateral cingulate (anterior/middle) | 26.5 | 0.002 |
| WMV | Left frontal lobe (SFG, MFG, precentral gyrus), left temporal lobe (STG, MTG), left parietal lobe (postcentral/angular/supramarginal gyri, IPL), left occipital lobe (precuneus), as well as cingulum (anterior, middle), corpus callosum, and near left thalamus, left hippocampus, and left caudate | 95.4 | <0.001 |
Regions where there is greater growth in those who experienced moderate/severe DKA compared with the none/mild group. IPL, inferior parietal lobe; MTG, middle temporal gyrus; SFG, superior frontal gyrus; STG, superior temporal gyrus.
*Statistically significant (P < 0.05).
Figure 1VBM regions of increased volume growth. Gray and white matter regions where participants with a history of moderate/severe DKA compared with those who experienced none/mild DKA had more growth (T18 − Tb) in GMV and WMV. Color map represents the statistical significance of growth differences between groups.
Differences in cognitive scores between none/mild and moderate/severe DKA groups based on longitudinal mixed-effects modeling
| Group effect at | Group effect at | Group effect at | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Battery | Subscale | Estimate | Cohen | Estimate | Cohen | Estimate | Cohen | ||||
| IQ | WPPSI3/WASI | Full Scale IQ Child Standard Score | −3.990 | 0.136 | −0.325 | −1.826 | 0.342 | −0.149 | |||
| Verbal IQ Child Standard Score | −5.545 | 0.050 | −0.425 | −3.837 | 0.182 | −0.294 | 1.709 | 0.478 | 0.131 | ||
| Performance IQ Child Standard Score | −2.141 | 0.485 | −0.150 | −5.622 | 0.071 | −0.395 | −3.481 | 0.155 | −0.245 | ||
| Vocabulary Child Scaled Score | −0.613 | 0.279 | −0.240 | 0.771 | 0.150 | 0.302 | |||||
| Block Design Child Scaled Score | −0.607 | 0.368 | −0.188 | −1.005 | 0.136 | −0.311 | −0.398 | 0.496 | −0.123 | ||
| Similarities Child Scaled Score | −0.546 | 0.308 | −0.225 | −0.849 | 0.113 | −0.349 | −0.303 | 0.579 | −0.125 | ||
| Matrix Reasoning Child Scaled Score | 0.178 | 0.758 | 0.064 | −0.932 | 0.107 | −0.335 | −1.110 | 0.050 | −0.399 | ||
| Executive functions | CPT2 | Detectability T-Score | 0.505 | 0.790 | 0.053 | 3.395 | 0.122 | 0.359 | |||
| Commissions T-Score | 1.447 | 0.432 | 0.156 | 3.415 | 0.088 | 0.368 | |||||
| NEPSYII | Auditory Attention Total Corrected Scaled Score | 0.075 | 0.909 | 0.026 | −0.530 | 0.372 | −0.181 | −0.605 | 0.432 | −0.207 | |
| WJIII Cognitive | Concept Formation Standard Score | −3.063 | 0.261 | −0.245 | −3.326 | 0.221 | −0.266 | −0.263 | 0.921 | −0.021 | |
| CMS | Numbers Total Scaled Score | −0.425 | 0.494 | −0.162 | 0.152 | 0.782 | 0.058 | 0.577 | 0.340 | 0.221 | |
| Processing speed | WJIII Cognitive | Decision Speed Standard Score | 1.100 | 0.714 | 0.072 | −1.744 | 0.559 | −0.115 | −2.844 | 0.355 | −0.187 |
| Visual Match II Standard Score | −4.181 | 0.176 | −0.282 | −2.052 | 0.479 | −0.138 | 2.130 | 0.435 | 0.143 | ||
| Processing Speed Standard Score | −2.814 | 0.356 | −0.187 | −1.803 | 0.553 | −0.120 | 1.011 | 0.684 | 0.067 | ||
| Learning and memory | CMS | Word List Total Learning Raw Score | −0.890 | 0.501 | −0.118 | −0.455 | 0.729 | −0.061 | 0.435 | 0.762 | 0.058 |
| Word List Immediate Recall Raw Score | −0.164 | 0.724 | −0.066 | 0.073 | 0.875 | 0.030 | 0.237 | 0.665 | 0.096 | ||
| Word List Delayed Raw Score | −0.612 | 0.197 | −0.249 | −0.067 | 0.887 | −0.027 | 0.545 | 0.294 | 0.222 | ||
| Word List Delayed Recognition Raw Score | −0.559 | 0.391 | −0.163 | 1.480 | 0.101 | 0.431 | |||||
| Dots Location Learning Raw Score | −0.479 | 0.406 | −0.139 | −0.348 | 0.548 | −0.101 | 0.131 | 0.861 | 0.038 | ||
| Dots Location Total Score Raw Score | −0.469 | 0.543 | −0.103 | −1.172 | 0.136 | −0.257 | −0.703 | 0.472 | −0.154 | ||
| Dots Location Immediate Raw Score | 0.005 | 0.986 | 0.003 | −0.607 | 0.087 | −0.376 | |||||
| Dots Location Delayed Raw Score | 0.226 | 0.432 | 0.139 | ||||||||
Bold values are statistically significant. CMS, Children’s Memory Scale; NEPSY, Neuropsychological Assessment; WASI, Wechsler Adult
Scale of Intelligence; WJIII, Woodcock-Johnson III; WPPSI3, Wechsler Preschool and Primary Scale of Intelligence, 3rd edition.
*Cohen d is calculated based on observed SD at T pooled across the two groups.