ISSN 1662-4009 (online)

ey0021.10-8 | New Genetic Insights | ESPEYB21

10.8. Familial aggregation and heritability of childhood-onset and adult-onset type 1 diabetes: a Swedish register-based cohort study

Y Wei , S Liu , T Andersson , M Feychting , R Kuja-Halkola , S Carlsson

Brief Summary: This register-based cohort study compared the familial aggregation and heritability of childhood-onset (≤18 years) vs. adult-onset (19-30 years) type 1 diabetes (T1D), using data collected from over 2.9 million individuals born in Sweden between 1982-2010, and from their relatives. Adult-onset T1D showed weaker familial aggregation and lower heritability than childhood-onset T1D.Although T1D is considered a typical childhood...

ey0018.3-15 | Thyroid Cancer | ESPEYB18

3.15. Lymph node metastasis prediction of papillary thyroid carcinoma based on transfer learning radiomics

J Yu , Y Deng , T Liu , J Zhou , X Jia , T Xiao , S Zhou , J Li , Y Guo , Y Wang , J Zhou , C Chang

Nat Commun. 2020;11:4807. doi: 10.1038/s41467-020-18497-3.This interesting paper illustrates the potential of machine learning to improve the sensitivity and specificity of routine techniques in clinical practice if large cohorts for training and validation of models are used. Yu et al. present a transfer learning model (machine learning approach to solve research problems by r...

ey0021.15-10 | Artificial Intelligence | ESPEYB21

15.10. A foundation model for generalizable disease detection from retinal images

Y Zhou , MA Chia , SK Wagner , MS Ayhan , DJ Williamson , RR Struyven , T Liu , M Xu , MG Lozano , P Woodward-Court , Y Kihara , UKB Eye , C Vision , A Altmann , AY Lee , EJ Topol , AK Denniston , DC Alexander , PA. Keane

In Brief: The authors present ‘RETFound’, a self-supervised learning approach that has so far analysed 1.6 million retinal images to enable disease detection. RETFound shows good accuracy for diagnosis and prognosis of sight-threatening eye diseases. It also contributes to incident prediction of complex systemic disorders such as heart failure and myocardial infarction.The well-known saying ‘the eyes are the window to the soul’ means ...