Literature DB >> 32447016

TractoFlow: A robust, efficient and reproducible diffusion MRI pipeline leveraging Nextflow & Singularity.

Guillaume Theaud1, Jean-Christophe Houde2, Arnaud Boré3, François Rheault3, Felix Morency4, Maxime Descoteaux2.   

Abstract

Diffusion MRI tractography processing pipeline requires a large number of steps (typically 20+ steps). If parameters of these steps, number of threads, and random seed generators are not carefully controlled, the resulting tractography can easily be non-reproducible and non-replicable, even in test-test experiments. To handle these issues, we developed TractoFlow. TractoFlow is fully automatic from raw diffusion weighted images to tractography. The pipeline also outputs classical diffusion tensor imaging measures and several fiber orientation distribution function measures. TractoFlow supports the recent Brain Imaging Data Structure (BIDS) format as input and is based on two engines: Nextflow and Singularity. In this work, the TractoFlow pipeline is evaluated on three databases and shown to be efficient and reproducible from 98% to 100%, depending on parameter choices. Moreover, it is easy to use for non-technical users, with little to no installation requirements. TractoFlow is publicly available for academic research and is an important step forward for better structural brain connectivity mapping.
Copyright © 2020 The Author(s). Published by Elsevier Inc. All rights reserved.

Keywords:  BIDS; Diffusion MRI; Nextflow; Pipeline; Reproducibility; Singularity; Tractography

Mesh:

Year:  2020        PMID: 32447016     DOI: 10.1016/j.neuroimage.2020.116889

Source DB:  PubMed          Journal:  Neuroimage        ISSN: 1053-8119            Impact factor:   6.556


  10 in total

1.  The structural connectivity of the human angular gyrus as revealed by microdissection and diffusion tractography.

Authors:  Laurent Petit; Kariem Mahdy Ali; François Rheault; Arnaud Boré; Sandrine Cremona; Francesco Corsini; Alessandro De Benedictis; Maxime Descoteaux; Silvio Sarubbo
Journal:  Brain Struct Funct       Date:  2022-08-22       Impact factor: 3.748

2.  Tractography dissection variability: What happens when 42 groups dissect 14 white matter bundles on the same dataset?

Authors:  Kurt G Schilling; François Rheault; Laurent Petit; Colin B Hansen; Vishwesh Nath; Fang-Cheng Yeh; Gabriel Girard; Muhamed Barakovic; Jonathan Rafael-Patino; Thomas Yu; Elda Fischi-Gomez; Marco Pizzolato; Mario Ocampo-Pineda; Simona Schiavi; Erick J Canales-Rodríguez; Alessandro Daducci; Cristina Granziera; Giorgio Innocenti; Jean-Philippe Thiran; Laura Mancini; Stephen Wastling; Sirio Cocozza; Maria Petracca; Giuseppe Pontillo; Matteo Mancini; Sjoerd B Vos; Vejay N Vakharia; John S Duncan; Helena Melero; Lidia Manzanedo; Emilio Sanz-Morales; Ángel Peña-Melián; Fernando Calamante; Arnaud Attyé; Ryan P Cabeen; Laura Korobova; Arthur W Toga; Anupa Ambili Vijayakumari; Drew Parker; Ragini Verma; Ahmed Radwan; Stefan Sunaert; Louise Emsell; Alberto De Luca; Alexander Leemans; Claude J Bajada; Hamied Haroon; Hojjatollah Azadbakht; Maxime Chamberland; Sila Genc; Chantal M W Tax; Ping-Hong Yeh; Rujirutana Srikanchana; Colin D Mcknight; Joseph Yuan-Mou Yang; Jian Chen; Claire E Kelly; Chun-Hung Yeh; Jerome Cochereau; Jerome J Maller; Thomas Welton; Fabien Almairac; Kiran K Seunarine; Chris A Clark; Fan Zhang; Nikos Makris; Alexandra Golby; Yogesh Rathi; Lauren J O'Donnell; Yihao Xia; Dogu Baran Aydogan; Yonggang Shi; Francisco Guerreiro Fernandes; Mathijs Raemaekers; Shaun Warrington; Stijn Michielse; Alonso Ramírez-Manzanares; Luis Concha; Ramón Aranda; Mariano Rivera Meraz; Garikoitz Lerma-Usabiaga; Lucas Roitman; Lucius S Fekonja; Navona Calarco; Michael Joseph; Hajer Nakua; Aristotle N Voineskos; Philippe Karan; Gabrielle Grenier; Jon Haitz Legarreta; Nagesh Adluru; Veena A Nair; Vivek Prabhakaran; Andrew L Alexander; Koji Kamagata; Yuya Saito; Wataru Uchida; Christina Andica; Masahiro Abe; Roza G Bayrak; Claudia A M Gandini Wheeler-Kingshott; Egidio D'Angelo; Fulvia Palesi; Giovanni Savini; Nicolò Rolandi; Pamela Guevara; Josselin Houenou; Narciso López-López; Jean-François Mangin; Cyril Poupon; Claudio Román; Andrea Vázquez; Chiara Maffei; Mavilde Arantes; José Paulo Andrade; Susana Maria Silva; Vince D Calhoun; Eduardo Caverzasi; Simone Sacco; Michael Lauricella; Franco Pestilli; Daniel Bullock; Yang Zhan; Edith Brignoni-Perez; Catherine Lebel; Jess E Reynolds; Igor Nestrasil; René Labounek; Christophe Lenglet; Amy Paulson; Stefania Aulicka; Sarah R Heilbronner; Katja Heuer; Bramsh Qamar Chandio; Javier Guaje; Wei Tang; Eleftherios Garyfallidis; Rajikha Raja; Adam W Anderson; Bennett A Landman; Maxime Descoteaux
Journal:  Neuroimage       Date:  2021-08-22       Impact factor: 7.400

3.  Multi-tract multi-symptom relationships in pediatric concussion.

Authors:  Guido I Guberman; Sonja Stojanovski; Eman Nishat; Alain Ptito; Danilo Bzdok; Anne L Wheeler; Maxime Descoteaux
Journal:  Elife       Date:  2022-05-17       Impact factor: 8.713

Review 4.  What's new and what's next in diffusion MRI preprocessing.

Authors:  Chantal M W Tax; Matteo Bastiani; Jelle Veraart; Eleftherios Garyfallidis; M Okan Irfanoglu
Journal:  Neuroimage       Date:  2021-12-26       Impact factor: 7.400

5.  Longitudinal changes of connectomes and graph theory measures in aging.

Authors:  Yuzhe Wang; Francois Rheault; Kurt G Schilling; Lori L Beason-Held; Andrea T Shafer; Susan M Resnick; Bennett A Landman
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2022-04-04

6.  Modern Technology in Multi-Shell Diffusion MRI Reveals Diffuse White Matter Changes in Young Adults With Relapsing-Remitting Multiple Sclerosis.

Authors:  Ann-Marie Beaudoin; François Rheault; Guillaume Theaud; Frédéric Laberge; Kevin Whittingstall; Albert Lamontagne; Maxime Descoteaux
Journal:  Front Neurosci       Date:  2021-08-10       Impact factor: 4.677

7.  Bundle-specific associations between white matter microstructure and Aβ and tau pathology in preclinical Alzheimer's disease.

Authors:  Alexa Pichet Binette; Guillaume Theaud; François Rheault; Maggie Roy; D Louis Collins; Johannes Levin; Hiroshi Mori; Jae Hong Lee; Martin Rhys Farlow; Peter Schofield; Jasmeer P Chhatwal; Colin L Masters; Tammie Benzinger; John Morris; Randall Bateman; John Cs Breitner; Judes Poirier; Julie Gonneaud; Maxime Descoteaux; Sylvia Villeneuve
Journal:  Elife       Date:  2021-05-13       Impact factor: 8.140

8.  A ketogenic supplement improves white matter energy supply and processing speed in mild cognitive impairment.

Authors:  Maggie Roy; Mélanie Fortier; François Rheault; Manon Edde; Etienne Croteau; Christian-Alexandre Castellano; Francis Langlois; Valérie St-Pierre; Bernard Cuenoud; Christian Bocti; Tamas Fulop; Maxime Descoteaux; Stephen C Cunnane
Journal:  Alzheimers Dement (N Y)       Date:  2021-11-17

9.  Altered myelination in youth born with congenital heart disease.

Authors:  Kaitlyn Easson; Guillaume Gilbert; Charles V Rohlicek; Christine Saint-Martin; Maxime Descoteaux; Sean C L Deoni; Marie Brossard-Racine
Journal:  Hum Brain Mapp       Date:  2022-04-12       Impact factor: 5.399

10.  Free water: A marker of age-related modifications of the cingulum white matter and its association with cognitive decline.

Authors:  Manon Edde; Guillaume Theaud; François Rheault; Bixente Dilharreguy; Catherine Helmer; Jean-François Dartigues; Hélène Amieva; Michèle Allard; Maxime Descoteaux; Gwénaëlle Catheline
Journal:  PLoS One       Date:  2020-11-20       Impact factor: 3.240

  10 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.