Literature DB >> 31236848

A Comprehensive Framework to Capture the Arcana of Neuroimaging Analysis.

Thomas G Close1,2, Phillip G D Ward3,4,5, Francesco Sforazzini3, Wojtek Goscinski6, Zhaolin Chen3,7, Gary F Egan3,4,5.   

Abstract

Mastering the "arcana of neuroimaging analysis", the obscure knowledge required to apply an appropriate combination of software tools and parameters to analyse a given neuroimaging dataset, is a time consuming process. Therefore, it is not typically feasible to invest the additional effort required generalise workflow implementations to accommodate for the various acquisition parameters, data storage conventions and computing environments in use at different research sites, limiting the reusability of published workflows. We present a novel software framework, Abstraction of Repository-Centric ANAlysis (Arcana), which enables the development of complex, "end-to-end" workflows that are adaptable to new analyses and portable to a wide range of computing infrastructures. Analysis templates for specific image types (e.g. MRI contrast) are implemented as Python classes, which define a range of potential derivatives and analysis methods. Arcana retrieves data from imaging repositories, which can be BIDS datasets, XNAT instances or plain directories, and stores selected derivatives and associated provenance back into a repository for reuse by subsequent analyses. Workflows are constructed using Nipype and can be executed on local workstations or in high performance computing environments. Generic analysis methods can be consolidated within common base classes to facilitate code-reuse and collaborative development, which can be specialised for study-specific requirements via class inheritance. Arcana provides a framework in which to develop unified neuroimaging workflows that can be reused across a wide range of research studies and sites.

Keywords:  Large-scale; Neuroimaging; Python; Repository; Reproducibility; Reusability; Workflows

Year:  2020        PMID: 31236848     DOI: 10.1007/s12021-019-09430-1

Source DB:  PubMed          Journal:  Neuroinformatics        ISSN: 1539-2791


  18 in total

Review 1.  Advances in functional and structural MR image analysis and implementation as FSL.

Authors:  Stephen M Smith; Mark Jenkinson; Mark W Woolrich; Christian F Beckmann; Timothy E J Behrens; Heidi Johansen-Berg; Peter R Bannister; Marilena De Luca; Ivana Drobnjak; David E Flitney; Rami K Niazy; James Saunders; John Vickers; Yongyue Zhang; Nicola De Stefano; J Michael Brady; Paul M Matthews
Journal:  Neuroimage       Date:  2004       Impact factor: 6.556

2.  Symmetric atlasing and model based segmentation: an application to the hippocampus in older adults.

Authors:  Günther Grabner; Andrew L Janke; Marc M Budge; David Smith; Jens Pruessner; D Louis Collins
Journal:  Med Image Comput Comput Assist Interv       Date:  2006

3.  The Extensible Neuroimaging Archive Toolkit: an informatics platform for managing, exploring, and sharing neuroimaging data.

Authors:  Daniel S Marcus; Timothy R Olsen; Mohana Ramaratnam; Randy L Buckner
Journal:  Neuroinformatics       Date:  2007

4.  A reproducible evaluation of ANTs similarity metric performance in brain image registration.

Authors:  Brian B Avants; Nicholas J Tustison; Gang Song; Philip A Cook; Arno Klein; James C Gee
Journal:  Neuroimage       Date:  2010-09-17       Impact factor: 6.556

5.  Nipype: a flexible, lightweight and extensible neuroimaging data processing framework in python.

Authors:  Krzysztof Gorgolewski; Christopher D Burns; Cindee Madison; Dav Clark; Yaroslav O Halchenko; Michael L Waskom; Satrajit S Ghosh
Journal:  Front Neuroinform       Date:  2011-08-22       Impact factor: 4.081

Review 6.  The ENIGMA Consortium: large-scale collaborative analyses of neuroimaging and genetic data.

Authors:  Paul M Thompson; Jason L Stein; Sarah E Medland; Derrek P Hibar; Alejandro Arias Vasquez; Miguel E Renteria; Roberto Toro; Neda Jahanshad; Gunter Schumann; Barbara Franke; Margaret J Wright; Nicholas G Martin; Ingrid Agartz; Martin Alda; Saud Alhusaini; Laura Almasy; Jorge Almeida; Kathryn Alpert; Nancy C Andreasen; Ole A Andreassen; Liana G Apostolova; Katja Appel; Nicola J Armstrong; Benjamin Aribisala; Mark E Bastin; Michael Bauer; Carrie E Bearden; Orjan Bergmann; Elisabeth B Binder; John Blangero; Henry J Bockholt; Erlend Bøen; Catherine Bois; Dorret I Boomsma; Tom Booth; Ian J Bowman; Janita Bralten; Rachel M Brouwer; Han G Brunner; David G Brohawn; Randy L Buckner; Jan Buitelaar; Kazima Bulayeva; Juan R Bustillo; Vince D Calhoun; Dara M Cannon; Rita M Cantor; Melanie A Carless; Xavier Caseras; Gianpiero L Cavalleri; M Mallar Chakravarty; Kiki D Chang; Christopher R K Ching; Andrea Christoforou; Sven Cichon; Vincent P Clark; Patricia Conrod; Giovanni Coppola; Benedicto Crespo-Facorro; Joanne E Curran; Michael Czisch; Ian J Deary; Eco J C de Geus; Anouk den Braber; Giuseppe Delvecchio; Chantal Depondt; Lieuwe de Haan; Greig I de Zubicaray; Danai Dima; Rali Dimitrova; Srdjan Djurovic; Hongwei Dong; Gary Donohoe; Ravindranath Duggirala; Thomas D Dyer; Stefan Ehrlich; Carl Johan Ekman; Torbjørn Elvsåshagen; Louise Emsell; Susanne Erk; Thomas Espeseth; Jesen Fagerness; Scott Fears; Iryna Fedko; Guillén Fernández; Simon E Fisher; Tatiana Foroud; Peter T Fox; Clyde Francks; Sophia Frangou; Eva Maria Frey; Thomas Frodl; Vincent Frouin; Hugh Garavan; Sudheer Giddaluru; David C Glahn; Beata Godlewska; Rita Z Goldstein; Randy L Gollub; Hans J Grabe; Oliver Grimm; Oliver Gruber; Tulio Guadalupe; Raquel E Gur; Ruben C Gur; Harald H H Göring; Saskia Hagenaars; Tomas Hajek; Geoffrey B Hall; Jeremy Hall; John Hardy; Catharina A Hartman; Johanna Hass; Sean N Hatton; Unn K Haukvik; Katrin Hegenscheid; Andreas Heinz; Ian B Hickie; Beng-Choon Ho; David Hoehn; Pieter J Hoekstra; Marisa Hollinshead; Avram J Holmes; Georg Homuth; Martine Hoogman; L Elliot Hong; Norbert Hosten; Jouke-Jan Hottenga; Hilleke E Hulshoff Pol; Kristy S Hwang; Clifford R Jack; Mark Jenkinson; Caroline Johnston; Erik G Jönsson; René S Kahn; Dalia Kasperaviciute; Sinead Kelly; Sungeun Kim; Peter Kochunov; Laura Koenders; Bernd Krämer; John B J Kwok; Jim Lagopoulos; Gonzalo Laje; Mikael Landen; Bennett A Landman; John Lauriello; Stephen M Lawrie; Phil H Lee; Stephanie Le Hellard; Herve Lemaître; Cassandra D Leonardo; Chiang-Shan Li; Benny Liberg; David C Liewald; Xinmin Liu; Lorna M Lopez; Eva Loth; Anbarasu Lourdusamy; Michelle Luciano; Fabio Macciardi; Marise W J Machielsen; Glenda M Macqueen; Ulrik F Malt; René Mandl; Dara S Manoach; Jean-Luc Martinot; Mar Matarin; Karen A Mather; Manuel Mattheisen; Morten Mattingsdal; Andreas Meyer-Lindenberg; Colm McDonald; Andrew M McIntosh; Francis J McMahon; Katie L McMahon; Eva Meisenzahl; Ingrid Melle; Yuri Milaneschi; Sebastian Mohnke; Grant W Montgomery; Derek W Morris; Eric K Moses; Bryon A Mueller; Susana Muñoz Maniega; Thomas W Mühleisen; Bertram Müller-Myhsok; Benson Mwangi; Matthias Nauck; Kwangsik Nho; Thomas E Nichols; Lars-Göran Nilsson; Allison C Nugent; Lars Nyberg; Rene L Olvera; Jaap Oosterlaan; Roel A Ophoff; Massimo Pandolfo; Melina Papalampropoulou-Tsiridou; Martina Papmeyer; Tomas Paus; Zdenka Pausova; Godfrey D Pearlson; Brenda W Penninx; Charles P Peterson; Andrea Pfennig; Mary Phillips; G Bruce Pike; Jean-Baptiste Poline; Steven G Potkin; Benno Pütz; Adaikalavan Ramasamy; Jerod Rasmussen; Marcella Rietschel; Mark Rijpkema; Shannon L Risacher; Joshua L Roffman; Roberto Roiz-Santiañez; Nina Romanczuk-Seiferth; Emma J Rose; Natalie A Royle; Dan Rujescu; Mina Ryten; Perminder S Sachdev; Alireza Salami; Theodore D Satterthwaite; Jonathan Savitz; Andrew J Saykin; Cathy Scanlon; Lianne Schmaal; Hugo G Schnack; Andrew J Schork; S Charles Schulz; Remmelt Schür; Larry Seidman; Li Shen; Jody M Shoemaker; Andrew Simmons; Sanjay M Sisodiya; Colin Smith; Jordan W Smoller; Jair C Soares; Scott R Sponheim; Emma Sprooten; John M Starr; Vidar M Steen; Stephen Strakowski; Lachlan Strike; Jessika Sussmann; Philipp G Sämann; Alexander Teumer; Arthur W Toga; Diana Tordesillas-Gutierrez; Daniah Trabzuni; Sarah Trost; Jessica Turner; Martijn Van den Heuvel; Nic J van der Wee; Kristel van Eijk; Theo G M van Erp; Neeltje E M van Haren; Dennis van 't Ent; Marie-Jose van Tol; Maria C Valdés Hernández; Dick J Veltman; Amelia Versace; Henry Völzke; Robert Walker; Henrik Walter; Lei Wang; Joanna M Wardlaw; Michael E Weale; Michael W Weiner; Wei Wen; Lars T Westlye; Heather C Whalley; Christopher D Whelan; Tonya White; Anderson M Winkler; Katharina Wittfeld; Girma Woldehawariat; Christiane Wolf; David Zilles; Marcel P Zwiers; Anbupalam Thalamuthu; Peter R Schofield; Nelson B Freimer; Natalia S Lawrence; Wayne Drevets
Journal:  Brain Imaging Behav       Date:  2014-06       Impact factor: 3.978

7.  fMRIPrep: a robust preprocessing pipeline for functional MRI.

Authors:  Russell A Poldrack; Krzysztof J Gorgolewski; Oscar Esteban; Christopher J Markiewicz; Ross W Blair; Craig A Moodie; A Ilkay Isik; Asier Erramuzpe; James D Kent; Mathias Goncalves; Elizabeth DuPre; Madeleine Snyder; Hiroyuki Oya; Satrajit S Ghosh; Jessey Wright; Joke Durnez
Journal:  Nat Methods       Date:  2018-12-10       Impact factor: 28.547

Review 8.  The Human Connectome Project: a data acquisition perspective.

Authors:  D C Van Essen; K Ugurbil; E Auerbach; D Barch; T E J Behrens; R Bucholz; A Chang; L Chen; M Corbetta; S W Curtiss; S Della Penna; D Feinberg; M F Glasser; N Harel; A C Heath; L Larson-Prior; D Marcus; G Michalareas; S Moeller; R Oostenveld; S E Petersen; F Prior; B L Schlaggar; S M Smith; A Z Snyder; J Xu; E Yacoub
Journal:  Neuroimage       Date:  2012-02-17       Impact factor: 6.556

9.  Neuroinformatics Database (NiDB)--a modular, portable database for the storage, analysis, and sharing of neuroimaging data.

Authors:  Gregory A Book; Beth M Anderson; Michael C Stevens; David C Glahn; Michal Assaf; Godfrey D Pearlson
Journal:  Neuroinformatics       Date:  2013-10

10.  The FAIR Guiding Principles for scientific data management and stewardship.

Authors:  Mark D Wilkinson; Michel Dumontier; I Jsbrand Jan Aalbersberg; Gabrielle Appleton; Myles Axton; Arie Baak; Niklas Blomberg; Jan-Willem Boiten; Luiz Bonino da Silva Santos; Philip E Bourne; Jildau Bouwman; Anthony J Brookes; Tim Clark; Mercè Crosas; Ingrid Dillo; Olivier Dumon; Scott Edmunds; Chris T Evelo; Richard Finkers; Alejandra Gonzalez-Beltran; Alasdair J G Gray; Paul Groth; Carole Goble; Jeffrey S Grethe; Jaap Heringa; Peter A C 't Hoen; Rob Hooft; Tobias Kuhn; Ruben Kok; Joost Kok; Scott J Lusher; Maryann E Martone; Albert Mons; Abel L Packer; Bengt Persson; Philippe Rocca-Serra; Marco Roos; Rene van Schaik; Susanna-Assunta Sansone; Erik Schultes; Thierry Sengstag; Ted Slater; George Strawn; Morris A Swertz; Mark Thompson; Johan van der Lei; Erik van Mulligen; Jan Velterop; Andra Waagmeester; Peter Wittenburg; Katherine Wolstencroft; Jun Zhao; Barend Mons
Journal:  Sci Data       Date:  2016-03-15       Impact factor: 6.444

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  1 in total

1.  MR-PET head motion correction based on co-registration of multicontrast MR images.

Authors:  Zhaolin Chen; Francesco Sforazzini; Jakub Baran; Thomas Close; Nadim Jon Shah; Gary F Egan
Journal:  Hum Brain Mapp       Date:  2019-01-03       Impact factor: 5.038

  1 in total

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