Longitudinal automated brain volumetry versus expert visual assessment of atrophy progression on MRI: an exploratory study
Automated tools have been proposed to quantify brain volume for suspected dementia diagnoses. However, their robustness in longitudinal, real-life cohorts remains unexplored. This exploratory study examined if expert visual assessment (EVA) of atrophy progression is reflected by automated volumetric analyses (AVA) on sequential MR-imaging. We analyzed a random subset of 20 patients with two consecutive 3D T1-weighted examinations (median follow-up 4.0 years, LQ-UQ: 2.1-5.2, range: 0.2-10). Thirteen (65%) with cognitive decline, the remaining with other neuropsychiatric diseases. EVA was performed by two blinded neuroradiologists using a 3 or 5-point Likert scale for atrophy progression (scores <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mo>±</mml:mo></mml:math> 0-2: no, probable and certain progression or decrease, respectively) in dementia-relevant brain regions (frontal-, parietal-, temporal lobes, hippocampi, ventricles). Differences of AVA-volumes were normalized to baseline (delta). Inter-rater agreement of EVA scores was excellent (κ = 0.92). AVA-delta and EVA showed significant global associations for the right hippocampus (p<sub>KW</sub> = 0.035), left temporal lobe (p<sub>KW</sub> = 0.0092), ventricle volume (p<sub>KW</sub> = 0.0091) and a weak association for the parietal lobe (p<sub>KW</sub> = 0.067). Post hoc testing revealed additional significant link for the left hippocampus (p<sub>WSRT</sub> = 0.039). In conclusion, the associations between volumetric deltas and EVA of atrophy progression showed promising results for certain brain regions. However, AVA-deltas exhibited unexpected variance, highlighting the need for caution and expert visual confirmation, particularly when scanners or acquisition protocols vary during follow-ups. Therefore, further validation, ideally in large prospective cohorts, is necessary before AVA can be recommended for routine clinical implementation in longitudinal follow-ups.
Authors
- Christoph Groden (ORCID: https://orcid.org/0000-0002-9078-5539)
- Mate Elod Maros (ORCID: https://orcid.org/0000-0002-1589-8699)
- Christel Weiß (ORCID: https://orcid.org/0000-0002-8692-5690)
- Holger Wenz (ORCID: https://orcid.org/0000-0002-3463-5093)
- Lucrezia Hausner (ORCID: https://orcid.org/0000-0001-9009-2356)
- Nandhini Santhanam
- Alex Förster (ORCID: https://orcid.org/0000-0002-8679-0060)
- Max Gebest (ORCID: https://orcid.org/0009-0009-6244-6925)
- Johann Fontana
- Lutz Frölich
- Chang-Gyu Cho
Institutions
- Heidelberg University (DE)
- University Hospital Heidelberg (DE)
- Central Institute of Mental Health (DE)
- STZ eyetrial (DE)
- University Medical Centre Mannheim (DE)
- University of Tübingen (DE)
Publication Details
- Journal
- Scientific Reports
- Published
- 2025-04-29
- DOI
- https://doi.org/10.1038/s41598-025-98360-x
- Citations
- 1
- Primary Topic
- Dementia and Cognitive Impairment Research
- Type
- article
- Field-Weighted Citation Impact
- 1.47
Funders
- Siemens Healthineers