The presymptomatic and early manifestations of semantic dementia

Abstract

People with semantic dementia (SD) or semantic variant primary progressive aphasia typically present with marked atrophy of the anterior temporal lobe, and thereafter progress more slowly than other forms of frontotemporal dementia. This suggests a prolonged prodromal phase with accumulation of neuropathology and minimal symptoms, about which little is known. To study early and presymptomatic SD, we first examine a well-characterised cohort of people with SD recruited from the Cambridge Centre for Frontotemporal Dementia. Five people with early SD had coincidental MRI prior to the onset of symptoms, or were healthy volunteers in research with anterior temporal lobe atrophy as an incidental finding. We model longitudinal imaging changes in left- and right-lateralised SD to predict atrophy at symptom onset. We then assess 61,203 participants with structural brain MRI in the UK Biobank to find individuals with imaging changes in keeping with SD but with no neurodegenerative diagnosis. To identify these individuals in UK Biobank, we design an ensemble-based classifier, differentiating baseline structural MRI in SD from healthy controls and patients with other neurodegenerative diseases, including other causes of frontotemporal lobar degeneration. We train the classifier on a Cambridge-based cohort (SD n=47, other neurodegenerative diseases n=498, healthy controls n=88) and test it on a combined cohort from the Neuroimaging in Frontotemporal Dementia study and the Alzheimer's Disease Neuroimaging Initiative (SD n=42, other neurodegenerative n=449, healthy control n=127). From our case series, we find people with marked atrophy three to five years before recognition of symptom onset in left- or right-predominant SD. We present right-lateralised cases with subtle multimodal semantic impairment, found concurrently with only mild behavioural disturbance. We show that imaging measures can be used to reliably and accurately differentiate clinical SD from other neurodegenerative diseases (recall 0.88, precision 0.95, F1 score 0.91). We find individuals with no neurodegenerative diagnosis in the UK Biobank with striking left-lateralised (prevalence ages 45-85 4.8/100,000) or right-lateralised (5.9/100,000) anterior temporal lobe atrophy, with deficits on cognitive testing suggestive of semantic impairment. These individuals show progressive involvement of other cognitive domains in longitudinal follow-up. Together, our findings suggest that (i) there is a burden of incipient early anterior temporal lobe atrophy in older populations, with comparable prevalence of left- and right-sided cases from this prospective unbiased approach to identification, (ii) substantial atrophy is required for manifest symptoms, particularly in right-lateralised cases, and (iii) semantic deficits across multiple domains can be detected in the early symptomatic phase.

Keywords: machine learning classification; semantic behavioural variant frontotemporal dementia; semantic dementia; semantic variant primary progressive aphasia.