HARP: Hierarchical Anatomical Refinement of Pathways in Tractography

Motivation: Whole brain tractography is highly challenging, and it is prone to false positive streamlines despite the use of Anatomically Constraint Tractography (ACT). Goal(s): This study aims to reduce implausible streamlines in tractograms by introducing a novel refinement approach, thereby enhancing the accuracy of white matter connectivity analyses. Approach: We developed Hierarchical Anatomical Refinement of Pathways (HARP), an advanced modification of ACT. HARP integrates increasingly detailed anatomical priors in a hierarchical fashion to improve accuracy of tractograms. Results: Amount of implausible streamlines in ACT-based tractograms are relatively low but they are systematic. HARP is effective in further reducing false positive connections in tractograms. Impact: Hierarchical Anatomical Refinement of Pathways (HARP) enhances tractography, offering neuroscientists and clinicians a new level of precision in brain connectivity analysis, which could impact our understanding of the brain and its disorders.

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Publication Details

Journal
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Published
2024-11-26
DOI
https://doi.org/10.58530/2024/2160
Primary Topic
Natural Language Processing Techniques
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article
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article

HARP: Hierarchical Anatomical Refinement of Pathways in Tractography

Dogu Baran Aydogan, Simona Leserri
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Natural Language Processing Techniques
article

HARP: Hierarchical Anatomical Refinement of Pathways in Tractography

Dogu Baran Aydogan, Simona Leserri
article en

Abstract

Motivation: Whole brain tractography is highly challenging, and it is prone to false positive streamlines despite the use of Anatomically Constraint Tractography (ACT). Goal(s): This study aims to reduce implausible streamlines in tractograms by introducing a novel refinement approach, thereby enhancing the accuracy of white matter connectivity analyses. Approach: We developed Hierarchical Anatomical Refinement of Pathways (HARP), an advanced modification of ACT. HARP integrates increasingly detailed anatomical priors in a hierarchical fashion to improve accuracy of tractograms. Results: Amount of implausible streamlines in ACT-based tractograms are relatively low but they are systematic. HARP is effective in further reducing false positive connections in tractograms. Impact: Hierarchical Anatomical Refinement of Pathways (HARP) enhances tractography, offering neuroscientists and clinicians a new level of precision in brain connectivity analysis, which could impact our understanding of the brain and its disorders.

Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Quality Education
Openalex Percentile: Top 81%
Natural Language Processing Techniques
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HARP: Hierarchical Anatomical Refinement of Pathways in Tractography — Dogu Baran Aydogan, Simona Leserri · Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition (2024) | TGRS Research Map | TGRS