TY - JOUR
KW - Humans
KW - *Diabetes Mellitus/epidemiology
KW - comorbidity
KW - Data Analysis
KW - Cardiovascular Diseases/epidemiology
KW - Risk Assessment
KW - Kidney Diseases/epidemiology
KW - *Unsupervised Machine Learning
KW - Male
KW - Female
KW - Middle Aged
KW - Aged
KW - phenotype
AU - M. Wamil
AU - A. Hassaine
AU - S. Rao
AU - Y. Li
AU - M. Mamouei
AU - D. Canoy
AU - M. Nazarzadeh
AU - Z. Bidel
AU - E. Copland
AU - K. Rahimi
AU - G. Salimi-Khorshidi
AD - Deep Medicine, Oxford Martin School, University of Oxford, Oxford, UK. malgorzata.wamil@gtc.ox.ac.uk.
Mayo Clinic Healthcare, 15 Portland Place, London, UK. malgorzata.wamil@gtc.ox.ac.uk.
Deep Medicine, Oxford Martin School, University of Oxford, Oxford, UK.
Nuffield Department of Women's and Reproductive Health, Medical Science Division, University of Oxford, Oxford, UK.
AN - 37455284
BT - Sci Rep
C2 - PMC10350454 work. All other authors report no competing interests.
DO - 10.1038/s41598-023-38251-1
DP - NLM
ET - 2023/07/17
LA - eng
M1 - 1
N1 - 2045-2322
Wamil, Malgorzata
Hassaine, Abdelaali
Rao, Shishir
Li, Yikuan
Mamouei, Mohammad
Canoy, Dexter
Nazarzadeh, Milad
Bidel, Zeinab
Copland, Emma
Rahimi, Kazem
Salimi-Khorshidi, Gholamreza
FS/19/36/34346/BHF_/British Heart Foundation/United Kingdom
PG/18/65/33872/BHF_/British Heart Foundation/United Kingdom
DH_/Department of Health/United Kingdom
Journal Article
Research Support, Non-U.S. Gov't
England
Sci Rep. 2023 Jul 16;13(1):11478. doi: 10.1038/s41598-023-38251-1.
PY - 2023
SN - 2045-2322
EP - 11478
T2 - Sci Rep
TI - Stratification of diabetes in the context of comorbidities, using representation learning and topological data analysis
VL - 13
ER -