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What needs to be standardized for reliable, reproducible, and robust tractography?

  • Jon Haitz Legarreta
  • , Simona Schiavi
  • , Wei Tang
  • , Garrett Banks
  • , Matthew Cieslak
  • , Kurt Schilling
  • , Alberto De Luca
  • , Jacques Donald Tournier
  • , John Kruper
  • , Francois Rheault
  • , Stamatios N. Sotiropoulos
  • , Franco Pestilli
  • , Jelle Veraart
  • , Joseph Yuan Mou Yang
  • , Maxime Descoteaux
  • , Sarah Heilbronner
  • , Ariel Rokem

Research output: Contribution to journalReview articlepeer-review

Abstract

Tractography is a key component of efforts to map brain connectivity. As a rapidly evolving field of neuroscience, current tractography methods are diverse, often varying across research laboratories and different software pipelines. Therefore, it suffers from a lack of standardization, leading to inconsistencies in results, which can limit reproducibility and affect the robustness needed for research and clinical applications of these methods. Variability in data acquisition procedures, inconsistencies in spatial referencing schemes and implementations, and anatomical heterogeneity—at the individual level, across the lifespan, and across species—hinder comparative analyses. Additionally, the lack of consensus on best practices complicates the development of robust automated quality control pipelines and limits the clinical translation of tractography-based procedures. Establishing standardized protocols for acquisition, preprocessing, and tractography reconstruction is critical toward enabling reliable tract-specific analyses, facilitating cross-study harmonization, and supporting replicable large-scale population studies. The present article provides an overview of the current challenges in tractography standardization and identifies the key aspects that require standardization for reliable, reproducible, and robust tractography.

Original languageEnglish
JournalGigaScience
Volume15
DOIs
Publication statusPublished - 2026
Externally publishedYes

Keywords

  • brain connectivity
  • computational neuroimaging
  • neuroanatomy
  • standardization
  • tractography
  • white matter
  • Reproducibility of Results
  • Humans
  • Image Processing, Computer-Assisted/standards
  • Brain/diagnostic imaging
  • Animals
  • Software
  • Diffusion Tensor Imaging/standards

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