TY - JOUR
T1 - Causal inference in medical records and complementary systems pharmacology for metformin drug repurposing towards dementia
AU - Charpignon, Marie Laure
AU - Vakulenko-Lagun, Bella
AU - Zheng, Bang
AU - Magdamo, Colin
AU - Su, Bowen
AU - Evans, Kyle
AU - Rodriguez, Steve
AU - Sokolov, Artem
AU - Boswell, Sarah
AU - Sheu, Yi Han
AU - Somai, Melek
AU - Middleton, Lefkos
AU - Hyman, Bradley T.
AU - Betensky, Rebecca A.
AU - Finkelstein, Stan N.
AU - Welsch, Roy E.
AU - Tzoulaki, Ioanna
AU - Blacker, Deborah
AU - Das, Sudeshna
AU - Albers, Mark W.
N1 - Publisher Copyright:
© 2022, The Author(s).
PY - 2022/12/10
Y1 - 2022/12/10
N2 - Metformin, a diabetes drug with anti-aging cellular responses, has complex actions that may alter dementia onset. Mixed results are emerging from prior observational studies. To address this complexity, we deploy a causal inference approach accounting for the competing risk of death in emulated clinical trials using two distinct electronic health record systems. In intention-to-treat analyses, metformin use associates with lower hazard of all-cause mortality and lower cause-specific hazard of dementia onset, after accounting for prolonged survival, relative to sulfonylureas. In parallel systems pharmacology studies, the expression of two AD-related proteins, APOE and SPP1, was suppressed by pharmacologic concentrations of metformin in differentiated human neural cells, relative to a sulfonylurea. Together, our findings suggest that metformin might reduce the risk of dementia in diabetes patients through mechanisms beyond glycemic control, and that SPP1 is a candidate biomarker for metformin’s action in the brain.
AB - Metformin, a diabetes drug with anti-aging cellular responses, has complex actions that may alter dementia onset. Mixed results are emerging from prior observational studies. To address this complexity, we deploy a causal inference approach accounting for the competing risk of death in emulated clinical trials using two distinct electronic health record systems. In intention-to-treat analyses, metformin use associates with lower hazard of all-cause mortality and lower cause-specific hazard of dementia onset, after accounting for prolonged survival, relative to sulfonylureas. In parallel systems pharmacology studies, the expression of two AD-related proteins, APOE and SPP1, was suppressed by pharmacologic concentrations of metformin in differentiated human neural cells, relative to a sulfonylurea. Together, our findings suggest that metformin might reduce the risk of dementia in diabetes patients through mechanisms beyond glycemic control, and that SPP1 is a candidate biomarker for metformin’s action in the brain.
UR - http://www.scopus.com/inward/record.url?scp=85143664509&partnerID=8YFLogxK
U2 - 10.1038/s41467-022-35157-w
DO - 10.1038/s41467-022-35157-w
M3 - Article
C2 - 36496454
AN - SCOPUS:85143664509
SN - 2041-1723
VL - 13
JO - Nature Communications
JF - Nature Communications
IS - 1
M1 - 7652
ER -