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Replication and cross-validation of type 2 diabetes subtypes based on clinical variables:an IMI-RHAPSODY study
- Source :
- Slieker , R C , Donnelly , L A , Fitipaldi , H , Bouland , G A , Giordano , G N , Åkerlund , M , Gerl , M J , Ahlqvist , E , Ali , A , Dragan , I , Festa , A , Hansen , M K , Mansour Aly , D , Kim , M , Kuznetsov , D , Mehl , F , Klose , C , Simons , K , Pavo , I , Pullen , T J , Suvitaival , T , Wretlind , A , Rossing , P , Lyssenko , V , Legido-Quigley , C , Groop , L , Thorens , B , Franks , P W , Ibberson , M , Rutter , G A , Beulens , J W J , ‘t Hart , L M & Pearson , E R 2021 , ' Replication and cross-validation of type 2 diabetes subtypes based on clinical variables : an IMI-RHAPSODY study ' , Diabetologia , vol. 64 , no. 9 , pp. 1982-1989 .
- Publication Year :
- 2021
-
Abstract
- Aims/hypothesis: Five clusters based on clinical characteristics have been suggested as diabetes subtypes: one autoimmune and four subtypes of type 2 diabetes. In the current study we replicate and cross-validate these type 2 diabetes clusters in three large cohorts using variables readily measured in the clinic. Methods: In three independent cohorts, in total 15,940 individuals were clustered based on age, BMI, HbA1c, random or fasting C-peptide, and HDL-cholesterol. Clusters were cross-validated against the original clusters based on HOMA measures. In addition, between cohorts, clusters were cross-validated by re-assigning people based on each cohort’s cluster centres. Finally, we compared the time to insulin requirement for each cluster. Results: Five distinct type 2 diabetes clusters were identified and mapped back to the original four All New Diabetics in Scania (ANDIS) clusters. Using C-peptide and HDL-cholesterol instead of HOMA2-B and HOMA2-IR, three of the clusters mapped with high sensitivity (80.6–90.7%) to the previously identified severe insulin-deficient diabetes (SIDD), severe insulin-resistant diabetes (SIRD) and mild obesity-related diabetes (MOD) clusters. The previously described ANDIS mild age-related diabetes (MARD) cluster could be mapped to the two milder groups in our study: one characterised by high HDL-cholesterol (mild diabetes with high HDL-cholesterol [MDH] cluster), and the other not having any extreme characteristic (mild diabetes [MD]). When these two milder groups were combined, they mapped well to the previously labelled MARD cluster (sensitivity 79.1%). In the cross-validation between cohorts, particularly the SIDD and MDH clusters cross-validated well, with sensitivities ranging from 73.3% to 97.1%. SIRD and MD showed a lower sensitivity, ranging from 36.1% to 92.3%, where individuals shifted from SIRD to MD and vice versa. People belonging to the SIDD cluster showed the fastest progression towards insulin requiremen
Details
- Database :
- OAIster
- Journal :
- Slieker , R C , Donnelly , L A , Fitipaldi , H , Bouland , G A , Giordano , G N , Åkerlund , M , Gerl , M J , Ahlqvist , E , Ali , A , Dragan , I , Festa , A , Hansen , M K , Mansour Aly , D , Kim , M , Kuznetsov , D , Mehl , F , Klose , C , Simons , K , Pavo , I , Pullen , T J , Suvitaival , T , Wretlind , A , Rossing , P , Lyssenko , V , Legido-Quigley , C , Groop , L , Thorens , B , Franks , P W , Ibberson , M , Rutter , G A , Beulens , J W J , ‘t Hart , L M & Pearson , E R 2021 , ' Replication and cross-validation of type 2 diabetes subtypes based on clinical variables : an IMI-RHAPSODY study ' , Diabetologia , vol. 64 , no. 9 , pp. 1982-1989 .
- Notes :
- application/pdf, English
- Publication Type :
- Electronic Resource
- Accession number :
- edsoai.on1340142426
- Document Type :
- Electronic Resource