“…Epigenetic signatures may display tissue specificity linked to disease mechanisms, however, obtaining kidney biopsy material is invasive and is not performed as part of routine clinical practice in people with DKD and T1D in the United Kingdom. Peripheral blood-based methylation biomarkers have shown promise in several clinical fields ( Moore et al, 2014 ; Agha et al, 2019 ; Cardenas et al, 2019 ; DiTroia et al, 2019 ; Henderson-Smith et al, 2019 ; Kerr et al, 2019a , b , 2020 ; Ladd-Acosta and Fallin, 2019 ; Zhou et al, 2019 ) including kidney disease ( Smyth et al, 2014b , 2018 ; Swan et al, 2015 ; Aranyi and Susztak, 2019 ; Gluck et al, 2019 ; Kato and Natarajan, 2019 ; Kerr et al, 2019b ; Park et al, 2019 ). We have previously demonstrated that blood-derived differential methylation is also reflected in kidney-derived differential methylation for CKD ( Smyth et al, 2014b ).…”