共 35 条
Robustness of Brain Structural Networks Is Affected in Cognitively Impaired MS Patients
被引:10
作者:

Farooq, Hamza
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Minnesota, Dept Neurol, Minneapolis, MN 55455 USA Univ Minnesota, Dept Neurol, Minneapolis, MN 55455 USA

论文数: 引用数:
h-index:
机构:

Nelson, Flavia
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Minnesota, Dept Neurol, Minneapolis, MN 55455 USA Univ Minnesota, Dept Neurol, Minneapolis, MN 55455 USA
机构:
[1] Univ Minnesota, Dept Neurol, Minneapolis, MN 55455 USA
[2] Univ Minnesota, Ctr Magnet Resonance Res, Minneapolis, MN USA
关键词:
cognitive impairment;
multiple sclerosis;
diffusion MRI;
brain networks;
imaging bio-markers;
Ollivier-Ricci curvature;
brain networks robustness;
MULTIPLE-SCLEROSIS;
EXECUTIVE FUNCTIONS;
ATROPHY;
D O I:
10.3389/fneur.2020.606478
中图分类号:
R74 [神经病学与精神病学];
学科分类号:
摘要:
The robustness of brain structural networks, estimated from diffusion MRI data, may be relevant to cognition. We investigate whether measures of network robustness, such as Ollivier-Ricci curvature, can explain cognitive impairment in multiple sclerosis (MS). We assessed whether local (i.e., cortical area) and/or global (i.e., whole brain) robustness, differs between cognitively impaired (MSCI) and non-impaired (MSNI) MS patients. Fifty patients, with Expanded Disability Status Scale mean (m): 3.2, disease duration m: 12 years, and age m: 40 years, were enrolled. Cognitive impairment scores were estimated from the Minimal Assessment of Cognitive Function in Multiple Sclerosis. Images were obtained in a 3T MRI using a diffusion protocol with a 2 min acquisition time. Brain structural networks were created using 333 cortical areas. Local and global robustness was estimated for each individual, and comparisons were performed between MSCI and MSNI patients. 31 MSCI and 10 MSNI patients were included in the analyses. Brain structural network robustness and centrality showed significant correlations with cognitive impairment. Measures of network robustness and centrality identified specific cortical areas relevant to MS-related cognitive impairment. These measures can be obtained on clinical scanners and are succinct yet accurate potential biomarkers of cognitive impairment.
引用
收藏
页数:8
相关论文
共 35 条
[1]
Brain networks under attack: robustness properties and the impact of lesions
[J].
Aerts, Hannelore
;
Fias, Wim
;
Caeyenberghs, Karen
;
Marinazzo, Daniele
.
BRAIN,
2016, 139
:3063-3083

论文数: 引用数:
h-index:
机构:

论文数: 引用数:
h-index:
机构:

论文数: 引用数:
h-index:
机构:

Marinazzo, Daniele
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Ghent, Fac Psychol & Educ Sci, Dept Data Anal, Henri Dunantlaan 1, B-9000 Ghent, Belgium Univ Ghent, Fac Psychol & Educ Sci, Dept Data Anal, Henri Dunantlaan 1, B-9000 Ghent, Belgium
[2]
Vision and vision-related outcome measures in multiple sclerosis
[J].
Balcer, Laura J.
;
Miller, David H.
;
Reingold, Stephen C.
;
Cohen, Jeffrey A.
.
BRAIN,
2015, 138
:11-27

Balcer, Laura J.
论文数: 0 引用数: 0
h-index: 0
机构:
NYU, Sch Med, Dept Neurol, New York, NY 10003 USA
NYU, Sch Med, Dept Ophthalmol & Populat Hlth, New York, NY 10003 USA NYU, Sch Med, Dept Neurol, New York, NY 10003 USA

Miller, David H.
论文数: 0 引用数: 0
h-index: 0
机构:
UCL Inst Neurol, Queen Sq MS Ctr, London WC1N 3BG, England NYU, Sch Med, Dept Neurol, New York, NY 10003 USA

Reingold, Stephen C.
论文数: 0 引用数: 0
h-index: 0
机构:
Sci & Clin Review Associates LLC, Salisbury, CT 06068 USA NYU, Sch Med, Dept Neurol, New York, NY 10003 USA

Cohen, Jeffrey A.
论文数: 0 引用数: 0
h-index: 0
机构:
Cleveland Clin, Neurol Inst, Cleveland, OH 44195 USA NYU, Sch Med, Dept Neurol, New York, NY 10003 USA
[3]
The architecture of complex weighted networks
[J].
Barrat, A
;
Barthélemy, M
;
Pastor-Satorras, R
;
Vespignani, A
.
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA,
2004, 101 (11)
:3747-3752

Barrat, A
论文数: 0 引用数: 0
h-index: 0
机构: Univ Paris 11, UMR CNRS 8627, Phys Theor Lab, F-91405 Orsay, France

Barthélemy, M
论文数: 0 引用数: 0
h-index: 0
机构: Univ Paris 11, UMR CNRS 8627, Phys Theor Lab, F-91405 Orsay, France

Pastor-Satorras, R
论文数: 0 引用数: 0
h-index: 0
机构: Univ Paris 11, UMR CNRS 8627, Phys Theor Lab, F-91405 Orsay, France

Vespignani, A
论文数: 0 引用数: 0
h-index: 0
机构: Univ Paris 11, UMR CNRS 8627, Phys Theor Lab, F-91405 Orsay, France
[4]
Memory impairment in multiple sclerosis: correlation with deep grey matter and mesial temporal atrophy
[J].
Benedict, R. H. B.
;
Ramasamy, D.
;
Munschauer, F.
;
Weinstock-Guttman, B.
;
Zivadinov, R.
.
JOURNAL OF NEUROLOGY NEUROSURGERY AND PSYCHIATRY,
2009, 80 (02)
:201-206

Benedict, R. H. B.
论文数: 0 引用数: 0
h-index: 0
机构: SUNY Buffalo, Sch Med, Jacobs Neurol Inst, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA

Ramasamy, D.
论文数: 0 引用数: 0
h-index: 0
机构: SUNY Buffalo, Sch Med, Jacobs Neurol Inst, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA

Munschauer, F.
论文数: 0 引用数: 0
h-index: 0
机构: SUNY Buffalo, Sch Med, Jacobs Neurol Inst, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA

Weinstock-Guttman, B.
论文数: 0 引用数: 0
h-index: 0
机构: SUNY Buffalo, Sch Med, Jacobs Neurol Inst, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA

Zivadinov, R.
论文数: 0 引用数: 0
h-index: 0
机构:
SUNY Buffalo, Sch Med, Jacobs Neurol Inst, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA SUNY Buffalo, Sch Med, Jacobs Neurol Inst, Buffalo Neuroimaging Anal Ctr, Buffalo, NY 14203 USA
[5]
Frontal cortex atrophy predicts cognitive impairment in multiple sclerosis
[J].
Benedict, RHB
;
Bakshi, R
;
Simon, JH
;
Priore, R
;
Miller, C
;
Munschauer, F
.
JOURNAL OF NEUROPSYCHIATRY AND CLINICAL NEUROSCIENCES,
2002, 14 (01)
:44-51

Benedict, RHB
论文数: 0 引用数: 0
h-index: 0
机构: SUNY Buffalo, Dept Neurol, Sch Med, Buffalo, NY 14260 USA

Bakshi, R
论文数: 0 引用数: 0
h-index: 0
机构: SUNY Buffalo, Dept Neurol, Sch Med, Buffalo, NY 14260 USA

Simon, JH
论文数: 0 引用数: 0
h-index: 0
机构: SUNY Buffalo, Dept Neurol, Sch Med, Buffalo, NY 14260 USA

Priore, R
论文数: 0 引用数: 0
h-index: 0
机构: SUNY Buffalo, Dept Neurol, Sch Med, Buffalo, NY 14260 USA

Miller, C
论文数: 0 引用数: 0
h-index: 0
机构: SUNY Buffalo, Dept Neurol, Sch Med, Buffalo, NY 14260 USA

Munschauer, F
论文数: 0 引用数: 0
h-index: 0
机构: SUNY Buffalo, Dept Neurol, Sch Med, Buffalo, NY 14260 USA
[6]
Default mode network changes in multiple sclerosis: a link between depression and cognitive impairment?
[J].
Bonavita, S.
;
Sacco, R.
;
Esposito, S.
;
d'Ambrosio, A.
;
Della Corte, M.
;
Corbo, D.
;
Docimo, R.
;
Gallo, A.
;
Lavorgna, L.
;
Cirillo, M.
;
Bisecco, A.
;
Esposito, F.
;
Tedeschi, G.
.
EUROPEAN JOURNAL OF NEUROLOGY,
2017, 24 (01)
:27-36

Bonavita, S.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy
Neurol Inst Diag & Care Hermitage Capodimonte, MRI Ctr SUN FISM, Naples, Italy Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy

Sacco, R.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy

Esposito, S.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy

d'Ambrosio, A.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy

Della Corte, M.
论文数: 0 引用数: 0
h-index: 0
机构:
Neurol Inst Diag & Care Hermitage Capodimonte, MRI Ctr SUN FISM, Naples, Italy Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy

Corbo, D.
论文数: 0 引用数: 0
h-index: 0
机构:
Neurol Inst Diag & Care Hermitage Capodimonte, MRI Ctr SUN FISM, Naples, Italy Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy

Docimo, R.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy

Gallo, A.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy

Lavorgna, L.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy

Cirillo, M.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Naples 2, Dept Radiol, Serv Neuroradiol, Naples, Italy Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy

Bisecco, A.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy

Esposito, F.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Salerno, Dept Med Surg & Dent, Salerno, Italy Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy

Tedeschi, G.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy
Neurol Inst Diag & Care Hermitage Capodimonte, MRI Ctr SUN FISM, Naples, Italy Univ Naples 2, Dept Med Surg Neurol Metab & Aging Sci, Piazza Miraglia 2, I-80138 Naples, Italy
[7]
The economy of brain network organization
[J].
Bullmore, Edward T.
;
Sporns, Olaf
.
NATURE REVIEWS NEUROSCIENCE,
2012, 13 (05)
:336-349

Bullmore, Edward T.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Cambridge, Dept Psychiat, Behav & Clin Neurosci Inst, Cambridge CB2 0SZ, England
GlaxoSmithKline, Clin Unit Cambridge, Addenbrookes Ctr Clin Invest, Cambridge CB2 0QQ, England
Cambridgeshire & Peterborough NHS Fdn Trust, Cambridge CB21 5EF, England Univ Cambridge, Dept Psychiat, Behav & Clin Neurosci Inst, Cambridge CB2 0SZ, England

Sporns, Olaf
论文数: 0 引用数: 0
h-index: 0
机构:
Indiana Univ, Dept Psychol & Brain Sci, Bloomington, IN 47405 USA Univ Cambridge, Dept Psychiat, Behav & Clin Neurosci Inst, Cambridge CB2 0SZ, England
[8]
Functional Connectivity Alterations Reveal Complex Mechanisms Based on Clinical and Radiological Status in Mild Relapsing Remitting Multiple Sclerosis
[J].
Castellazzi, Gloria
;
Debernard, Laetitia
;
Melzer, Tracy R.
;
Dalrymple-Alford, John C.
;
D'Angelo, Egidio
;
Miller, David H.
;
Wheeler-Kingshott, Claudia A. M. Gandini
;
Mason, Deborah F.
.
FRONTIERS IN NEUROLOGY,
2018, 9

Castellazzi, Gloria
论文数: 0 引用数: 0
h-index: 0
机构:
UCL Inst Neurol, Dept Neuroinflammat, NMR Res Unit, Queen Sq MS Ctr, London, England
Univ Pavia, Dept Elect Comp & Biomed Engn, Pavia, Italy UCL Inst Neurol, Dept Neuroinflammat, NMR Res Unit, Queen Sq MS Ctr, London, England

Debernard, Laetitia
论文数: 0 引用数: 0
h-index: 0
机构:
New Zealand Brain Res Inst, Christchurch, New Zealand
Univ Otago, Dept Med, Christchurch, New Zealand UCL Inst Neurol, Dept Neuroinflammat, NMR Res Unit, Queen Sq MS Ctr, London, England

Melzer, Tracy R.
论文数: 0 引用数: 0
h-index: 0
机构:
New Zealand Brain Res Inst, Christchurch, New Zealand
Univ Otago, Dept Med, Christchurch, New Zealand
Brain Res New Zealand, Auckland, New Zealand UCL Inst Neurol, Dept Neuroinflammat, NMR Res Unit, Queen Sq MS Ctr, London, England

Dalrymple-Alford, John C.
论文数: 0 引用数: 0
h-index: 0
机构:
New Zealand Brain Res Inst, Christchurch, New Zealand
Brain Res New Zealand, Auckland, New Zealand
Univ Canterbury, Dept Psychol, Christchurch, New Zealand UCL Inst Neurol, Dept Neuroinflammat, NMR Res Unit, Queen Sq MS Ctr, London, England

D'Angelo, Egidio
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Pavia, Dept Brain & Behav Sci, Pavia, Italy
IRCCS Mondino Fdn, Brain Connect Ctr, Pavia, Italy UCL Inst Neurol, Dept Neuroinflammat, NMR Res Unit, Queen Sq MS Ctr, London, England

Miller, David H.
论文数: 0 引用数: 0
h-index: 0
机构:
UCL Inst Neurol, Dept Neuroinflammat, NMR Res Unit, Queen Sq MS Ctr, London, England
New Zealand Brain Res Inst, Christchurch, New Zealand
Univ Otago, Dept Med, Christchurch, New Zealand UCL Inst Neurol, Dept Neuroinflammat, NMR Res Unit, Queen Sq MS Ctr, London, England

Wheeler-Kingshott, Claudia A. M. Gandini
论文数: 0 引用数: 0
h-index: 0
机构:
UCL Inst Neurol, Dept Neuroinflammat, NMR Res Unit, Queen Sq MS Ctr, London, England
Univ Pavia, Dept Brain & Behav Sci, Pavia, Italy
IRCCS Mondino Fdn, Brain MRI Ctr 3T, Pavia, Italy UCL Inst Neurol, Dept Neuroinflammat, NMR Res Unit, Queen Sq MS Ctr, London, England

Mason, Deborah F.
论文数: 0 引用数: 0
h-index: 0
机构:
New Zealand Brain Res Inst, Christchurch, New Zealand
Univ Otago, Dept Med, Christchurch, New Zealand
Christchurch Hosp, Dept Neurol, Christchurch, New Zealand UCL Inst Neurol, Dept Neuroinflammat, NMR Res Unit, Queen Sq MS Ctr, London, England
[9]
Structural network disruption markers explain disability in multiple sclerosis
[J].
Charalambous, Thalis
;
Tur, Carmen
;
Prados, Ferran
;
Kanber, Baris
;
Chard, Declan T.
;
Ourselin, Sebastian
;
Clayden, Jonathan D.
;
Wheeler-Kingshott, Claudia A. M. Gandini
;
Thompson, Alan J.
;
Toosy, Ahmed T.
.
JOURNAL OF NEUROLOGY NEUROSURGERY AND PSYCHIATRY,
2019, 90 (02)
:219-226

Charalambous, Thalis
论文数: 0 引用数: 0
h-index: 0
机构:
UCL, Dept Neuroinflammat, Inst Neurol, Queen Sq MS Ctr, London WC1B 5EH, England UCL, Dept Neuroinflammat, Inst Neurol, Queen Sq MS Ctr, London WC1B 5EH, England

Tur, Carmen
论文数: 0 引用数: 0
h-index: 0
机构:
UCL, Dept Neuroinflammat, Inst Neurol, Queen Sq MS Ctr, London WC1B 5EH, England UCL, Dept Neuroinflammat, Inst Neurol, Queen Sq MS Ctr, London WC1B 5EH, England

Prados, Ferran
论文数: 0 引用数: 0
h-index: 0
机构:
UCL, Dept Neuroinflammat, Inst Neurol, Queen Sq MS Ctr, London WC1B 5EH, England
UCL, Translat Imaging Grp, CMIC, Dept Med Phys & Bioengn, London, England UCL, Dept Neuroinflammat, Inst Neurol, Queen Sq MS Ctr, London WC1B 5EH, England

Kanber, Baris
论文数: 0 引用数: 0
h-index: 0
机构:
UCL, Dept Neuroinflammat, Inst Neurol, Queen Sq MS Ctr, London WC1B 5EH, England
UCL, Translat Imaging Grp, CMIC, Dept Med Phys & Bioengn, London, England UCL, Dept Neuroinflammat, Inst Neurol, Queen Sq MS Ctr, London WC1B 5EH, England

Chard, Declan T.
论文数: 0 引用数: 0
h-index: 0
机构:
UCL, Dept Neuroinflammat, Inst Neurol, Queen Sq MS Ctr, London WC1B 5EH, England UCL, Dept Neuroinflammat, Inst Neurol, Queen Sq MS Ctr, London WC1B 5EH, England

Ourselin, Sebastian
论文数: 0 引用数: 0
h-index: 0
机构:
UCL, Translat Imaging Grp, CMIC, Dept Med Phys & Bioengn, London, England UCL, Dept Neuroinflammat, Inst Neurol, Queen Sq MS Ctr, London WC1B 5EH, England

Clayden, Jonathan D.
论文数: 0 引用数: 0
h-index: 0
机构:
UCL, UCL GOS Inst Child Hlth, London, England UCL, Dept Neuroinflammat, Inst Neurol, Queen Sq MS Ctr, London WC1B 5EH, England

Wheeler-Kingshott, Claudia A. M. Gandini
论文数: 0 引用数: 0
h-index: 0
机构:
UCL, Dept Neuroinflammat, Inst Neurol, Queen Sq MS Ctr, London WC1B 5EH, England
C Mondino Natl Neurol Inst, Brain MRI 3T Res Ctr, Pavia, Italy
Univ Pavia, Dept Brain & Behav Sci, Pavia, Italy UCL, Dept Neuroinflammat, Inst Neurol, Queen Sq MS Ctr, London WC1B 5EH, England

Thompson, Alan J.
论文数: 0 引用数: 0
h-index: 0
机构:
UCL, Dept Neuroinflammat, Inst Neurol, Queen Sq MS Ctr, London WC1B 5EH, England UCL, Dept Neuroinflammat, Inst Neurol, Queen Sq MS Ctr, London WC1B 5EH, England

Toosy, Ahmed T.
论文数: 0 引用数: 0
h-index: 0
机构:
UCL, Dept Neuroinflammat, Inst Neurol, Queen Sq MS Ctr, London WC1B 5EH, England UCL, Dept Neuroinflammat, Inst Neurol, Queen Sq MS Ctr, London WC1B 5EH, England
[10]
Distinct brain networks for adaptive and stable task control in humans
[J].
Dosenbach, Nico U. F.
;
Fair, Damien A.
;
Miezin, Francis M.
;
Cohen, Alexander L.
;
Wenger, Kristin K.
;
Dosenbach, Ronny A. T.
;
Fox, Michael D.
;
Snyder, Abraham Z.
;
Vincent, Justin L.
;
Raichle, Marcus E.
;
Schlaggar, Bradley L.
;
Petersen, Steven E.
.
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA,
2007, 104 (26)
:11073-11078

Dosenbach, Nico U. F.
论文数: 0 引用数: 0
h-index: 0
机构:
Washington Univ, Dept Radiol, St Louis, MO 63110 USA Washington Univ, Dept Radiol, St Louis, MO 63110 USA

Fair, Damien A.
论文数: 0 引用数: 0
h-index: 0
机构: Washington Univ, Dept Radiol, St Louis, MO 63110 USA

Miezin, Francis M.
论文数: 0 引用数: 0
h-index: 0
机构: Washington Univ, Dept Radiol, St Louis, MO 63110 USA

Cohen, Alexander L.
论文数: 0 引用数: 0
h-index: 0
机构: Washington Univ, Dept Radiol, St Louis, MO 63110 USA

Wenger, Kristin K.
论文数: 0 引用数: 0
h-index: 0
机构: Washington Univ, Dept Radiol, St Louis, MO 63110 USA

Dosenbach, Ronny A. T.
论文数: 0 引用数: 0
h-index: 0
机构: Washington Univ, Dept Radiol, St Louis, MO 63110 USA

Fox, Michael D.
论文数: 0 引用数: 0
h-index: 0
机构: Washington Univ, Dept Radiol, St Louis, MO 63110 USA

Snyder, Abraham Z.
论文数: 0 引用数: 0
h-index: 0
机构: Washington Univ, Dept Radiol, St Louis, MO 63110 USA

Vincent, Justin L.
论文数: 0 引用数: 0
h-index: 0
机构: Washington Univ, Dept Radiol, St Louis, MO 63110 USA

Raichle, Marcus E.
论文数: 0 引用数: 0
h-index: 0
机构: Washington Univ, Dept Radiol, St Louis, MO 63110 USA

Schlaggar, Bradley L.
论文数: 0 引用数: 0
h-index: 0
机构: Washington Univ, Dept Radiol, St Louis, MO 63110 USA

Petersen, Steven E.
论文数: 0 引用数: 0
h-index: 0
机构: Washington Univ, Dept Radiol, St Louis, MO 63110 USA