Causal inference in medical records and complementary systems pharmacology for metformin drug repurposing towards dementia.
Marie-Laure CharpignonBella Vakulenko-LagunBang ZhengColin MagdamoBowen SuKyle EvansSteve RodriguezArtem SokolovSarah A BoswellYi-Han SheuMelek SomaiLefkos MiddletonBradley T HymanRebecca A BetenskyStan N FinkelsteinRoy E WelschJoanna TzoulakiDeborah BlackerSudeshna DasMark W AlbersPublished in: Nature communications (2022)
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.
Keyphrases
- glycemic control
- mild cognitive impairment
- type diabetes
- cognitive impairment
- electronic health record
- clinical trial
- cardiovascular disease
- cognitive decline
- end stage renal disease
- single cell
- healthcare
- ejection fraction
- poor prognosis
- induced apoptosis
- chronic kidney disease
- randomized controlled trial
- weight loss
- prognostic factors
- multiple sclerosis
- peritoneal dialysis
- metabolic syndrome
- drug induced
- long non coding rna
- case control
- cell death
- study protocol
- brain injury
- binding protein
- subarachnoid hemorrhage
- phase iii