Discriminating between proposed Brain-First and Body-First Parkinson’s disease using conventional and radiomics-enhanced dopamine transporter SPECT image analysis
Two Parkinson's disease subtypes-"Brain-First" and "Body-First"-have been proposed based on putative sites of onset. We examined whether "Body-First" markers relate to more symmetric striatal [<sup>123</sup>I]-FP-CIT uptake and whether imaging could discriminate the subtypes. In a retrospective cohort of 158 de novo PD patients imaged at diagnosis and followed for six years, patients were classified as "Body-First" if baseline REM sleep behavior disorder, constipation, or neurogenic orthostatic hypotension was present. DaTQUANT provided semiquantitative metrics; a radiomics-based classifier was also trained on DAT-SPECT images. Neither asymmetry indices nor other DaTQUANT measures differed between groups (all p > 0.05). Radiomics showed poor discrimination (AUC ≈ 0.46). Clinically, "Body-First" patients displayed a more adverse course, with higher MCI prevalence and greater MMSE decline and neuropsychiatric burden, whereas motor severity and complications were comparable between groups. These data suggest DAT-SPECT-conventional or radiomics-enhanced-does not separate proposed subtypes at diagnosis, although "Body-First" features forecast worse non-motor progression.
Authors
- Sara Giannoni
- M Tedeschi
- Duccio Volterrani (ORCID: https://orcid.org/0000-0002-9451-3039)
- Daniela Frosini (ORCID: https://orcid.org/0000-0002-4049-7424)
- Giovanni Palermo (ORCID: https://orcid.org/0000-0002-9193-3150)
- Gabriele Bellini (ORCID: https://orcid.org/0000-0002-0648-6836)
- Nicola Pavese
- Roberto Francischello (ORCID: https://orcid.org/0000-0002-4161-0193)
- Giovanna Nonne
- Gayanè Aghakhanyan (ORCID: https://orcid.org/0000-0001-5152-497X)
- Riccardo Morganti (ORCID: https://orcid.org/0000-0001-7783-0262)
- Gabriele Vadi (ORCID: https://orcid.org/0009-0002-3273-5362)
- Roberto Ceravolo
Institutions
- University of Pisa (IT)
- Aarhus University (DK)
- NIHR Newcastle Biomedical Research Centre (GB)
- Ospedale San Giuseppe (IT)
- Newcastle Hospitals - Campus for Ageing and Vitality (GB)
- Newcastle University (GB)
Publication Details
- Journal
- npj Parkinson s Disease
- Published
- 2025-11-20
- DOI
- https://doi.org/10.1038/s41531-025-01164-z
- Primary Topic
- Parkinson's Disease Mechanisms and Treatments
- Type
- article
- Field-Weighted Citation Impact
- 0.00