학술논문

Tractography dissection variability: What happens when 42 groups dissect 14 white matter bundles on the same dataset?
Document Type
article
Author
Kurt G. SchillingFrançois RheaultLaurent PetitColin B. HansenVishwesh NathFang-Cheng YehGabriel GirardMuhamed BarakovicJonathan Rafael-PatinoThomas YuElda Fischi-GomezMarco PizzolatoMario Ocampo-PinedaSimona SchiaviErick J. Canales-RodríguezAlessandro DaducciCristina GranzieraGiorgio InnocentiJean-Philippe ThiranLaura ManciniStephen WastlingSirio CocozzaMaria PetraccaGiuseppe PontilloMatteo ManciniSjoerd B. VosVejay N. VakhariaJohn S. DuncanHelena MeleroLidia ManzanedoEmilio Sanz-MoralesÁngel Peña-MeliánFernando CalamanteArnaud AttyéRyan P. CabeenLaura KorobovaArthur W. TogaAnupa Ambili VijayakumariDrew ParkerRagini VermaAhmed RadwanStefan SunaertLouise EmsellAlberto De LucaAlexander LeemansClaude J. BajadaHamied HaroonHojjatollah AzadbakhtMaxime ChamberlandSila GencChantal M.W. TaxPing-Hong YehRujirutana SrikanchanaColin D. McknightJoseph Yuan-Mou YangJian ChenClaire E. KellyChun-Hung YehJerome CochereauJerome J. MallerThomas WeltonFabien AlmairacKiran K SeunarineChris A. ClarkFan ZhangNikos MakrisAlexandra GolbyYogesh RathiLauren J. O'DonnellYihao XiaDogu Baran AydoganYonggang ShiFrancisco Guerreiro FernandesMathijs RaemaekersShaun WarringtonStijn MichielseAlonso Ramírez-ManzanaresLuis ConchaRamón ArandaMariano Rivera MerazGarikoitz Lerma-UsabiagaLucas RoitmanLucius S. FekonjaNavona CalarcoMichael JosephHajer NakuaAristotle N. VoineskosPhilippe KaranGabrielle GrenierJon Haitz LegarretaNagesh AdluruVeena A. NairVivek PrabhakaranAndrew L. AlexanderKoji KamagataYuya SaitoWataru UchidaChristina AndicaMasahiro AbeRoza G. BayrakClaudia A.M. Gandini Wheeler-KingshottEgidio D'AngeloFulvia PalesiGiovanni SaviniNicolò RolandiPamela GuevaraJosselin HouenouNarciso López-LópezJean-François ManginCyril PouponClaudio RománAndrea VázquezChiara MaffeiMavilde ArantesJosé Paulo AndradeSusana Maria SilvaVince D. CalhounEduardo CaverzasiSimone SaccoMichael LauricellaFranco PestilliDaniel BullockYang ZhanEdith Brignoni-PerezCatherine LebelJess E ReynoldsIgor NestrasilRené LabounekChristophe LengletAmy PaulsonStefania AulickaSarah R. HeilbronnerKatja HeuerBramsh Qamar ChandioJavier GuajeWei TangEleftherios GaryfallidisRajikha RajaAdam W. AndersonBennett A. LandmanMaxime Descoteaux
Source
NeuroImage, Vol 243, Iss , Pp 118502- (2021)
Subject
Tractography
Bundle segmentation
White matter
Fiber pathways
Dissection
Neurosciences. Biological psychiatry. Neuropsychiatry
RC321-571
Language
English
ISSN
1095-9572
Abstract
White matter bundle segmentation using diffusion MRI fiber tractography has become the method of choice to identify white matter fiber pathways in vivo in human brains. However, like other analyses of complex data, there is considerable variability in segmentation protocols and techniques. This can result in different reconstructions of the same intended white matter pathways, which directly affects tractography results, quantification, and interpretation. In this study, we aim to evaluate and quantify the variability that arises from different protocols for bundle segmentation. Through an open call to users of fiber tractography, including anatomists, clinicians, and algorithm developers, 42 independent teams were given processed sets of human whole-brain streamlines and asked to segment 14 white matter fascicles on six subjects. In total, we received 57 different bundle segmentation protocols, which enabled detailed volume-based and streamline-based analyses of agreement and disagreement among protocols for each fiber pathway. Results show that even when given the exact same sets of underlying streamlines, the variability across protocols for bundle segmentation is greater than all other sources of variability in the virtual dissection process, including variability within protocols and variability across subjects. In order to foster the use of tractography bundle dissection in routine clinical settings, and as a fundamental analytical tool, future endeavors must aim to resolve and reduce this heterogeneity. Although external validation is needed to verify the anatomical accuracy of bundle dissections, reducing heterogeneity is a step towards reproducible research and may be achieved through the use of standard nomenclature and definitions of white matter bundles and well-chosen constraints and decisions in the dissection process.