Recent research in Nature Genetics reveals pervasive biases in GWAX studies using parental history of Alzheimer’s, highlighting potential misdirection in genetic associations and disease risk predictions. A novel GSUB method identifies false signals stemming from confounding factors like survival bias and socioeconomic status.