The challenge of mapping the human connectome based on diffusion tractography.

基于扩散张量成像技术绘制人类连接组的挑战

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作者:Maier-Hein Klaus H, Neher Peter F, Houde Jean-Christophe, Côté Marc-Alexandre, Garyfallidis Eleftherios, Zhong Jidan, Chamberland Maxime, Yeh Fang-Cheng, Lin Ying-Chia, Ji Qing, Reddick Wilburn E, Glass John O, Chen David Qixiang, Feng Yuanjing, Gao Chengfeng, Wu Ye, Ma Jieyan, He Renjie, Li Qiang, Westin Carl-Fredrik, Deslauriers-Gauthier Samuel, González J Omar Ocegueda, Paquette Michael, St-Jean Samuel, Girard Gabriel, Rheault François, Sidhu Jasmeen, Tax Chantal M W, Guo Fenghua, Mesri Hamed Y, Dávid Szabolcs, Froeling Martijn, Heemskerk Anneriet M, Leemans Alexander, Boré Arnaud, Pinsard Basile, Bedetti Christophe, Desrosiers Matthieu, Brambati Simona, Doyon Julien, Sarica Alessia, Vasta Roberta, Cerasa Antonio, Quattrone Aldo, Yeatman Jason, Khan Ali R, Hodges Wes, Alexander Simon, Romascano David, Barakovic Muhamed, Auría Anna, Esteban Oscar, Lemkaddem Alia, Thiran Jean-Philippe, Cetingul H Ertan, Odry Benjamin L, Mailhe Boris, Nadar Mariappan S, Pizzagalli Fabrizio, Prasad Gautam, Villalon-Reina Julio E, Galvis Justin, Thompson Paul M, Requejo Francisco De Santiago, Laguna Pedro Luque, Lacerda Luis Miguel, Barrett Rachel, Dell'Acqua Flavio, Catani Marco, Petit Laurent, Caruyer Emmanuel, Daducci Alessandro, Dyrby Tim B, Holland-Letz Tim, Hilgetag Claus C, Stieltjes Bram, Descoteaux Maxime
Tractography based on non-invasive diffusion imaging is central to the study of human brain connectivity. To date, the approach has not been systematically validated in ground truth studies. Based on a simulated human brain data set with ground truth tracts, we organized an open international tractography challenge, which resulted in 96 distinct submissions from 20 research groups. Here, we report the encouraging finding that most state-of-the-art algorithms produce tractograms containing 90% of the ground truth bundles (to at least some extent). However, the same tractograms contain many more invalid than valid bundles, and half of these invalid bundles occur systematically across research groups. Taken together, our results demonstrate and confirm fundamental ambiguities inherent in tract reconstruction based on orientation information alone, which need to be considered when interpreting tractography and connectivity results. Our approach provides a novel framework for estimating reliability of tractography and encourages innovation to address its current limitations.

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