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Schematic of image processing PIANO DAT SPECT pipeline

The fully-automated PIANO™ SPECT pipeline for both exploratory voxelwise analysis and quantitative regional SBR analysis was used to investigate the Parkinson's disease populations.

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The DAT SPECT data was processed using our automated image processing "pipeline". PIANO™ is a configurable, modular, pipeline-based system for fully-automated processing of multi-modality images. PIANO™ is designed for high-throughput processing of large-scale, multi-center, neuroimaging data.

DAT SPECT scans first underwent:

- Reconstruction of the raw sinogram data using attenuation correction.

- Spatial filtering using a 3D Gaussian kernel with a full-width-at-half-maximum (FWHM) of 8 mm.

- Registration to the anatomical 3D T1-weighted MRI scan using a pseudo-DAT image generated from the anatomical scan.

Followed by:

- Regional analysis of the signal on pre-defined regions-of-interest (ROIs), warped from an atlas through the registration of the 3D T1-weighted scan to its corresponding anatomical template.

- SBR (specific binding ratio) was calculated as the ratio of each ROI to a reference region minus 1 to account for non-specific binding; the occipital cortex was chosen as the reference region because it has minimal DAT expression and is minimally affected by neurodegenerative diseases.

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