By attributing the observed difference in the NfL profiles of female and male patients with PD from the SHH and PPMI cohorts to sample size- and age-distribution-associated biases, our comparative analyses of data from the two cohorts highlight the role of factor adjustment in bias minimization. The gene discussed is NEFL; the disease is Parkinson disease.