Mapping hippocampal and thalamic atrophy in epilepsy: A 7-T magnetic resonance imaging study
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作者:
Lucas, Alfredo
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机构:
Univ Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Univ Penn, 301 Hayden Hall,3320 Smith Walk, Philadelphia, PA 19104 USAUniv Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
Lucas, Alfredo
[1
,2
,5
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Mouchtaris, Sofia
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Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USAUniv Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
Mouchtaris, Sofia
[2
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Tranquille, Ashley
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机构:
Univ Penn, Dept Neurol, Philadelphia, PA 19104 USAUniv Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
Tranquille, Ashley
[3
]
Sinha, Nishant
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Univ Penn, Dept Neurol, Philadelphia, PA 19104 USAUniv Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
Sinha, Nishant
[3
]
Gallagher, Ryan
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Univ Penn, Perelman Sch Med, Philadelphia, PA 19104 USAUniv Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
Gallagher, Ryan
[1
]
Mojena, Marissa
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机构:
Univ Penn, Dept Neurol, Philadelphia, PA 19104 USAUniv Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
Mojena, Marissa
[3
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Stein, Joel M.
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机构:
Univ Penn, Dept Radiol, Philadelphia, PA 19104 USAUniv Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
Stein, Joel M.
[4
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Das, Sandhitsu
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Univ Penn, Dept Neurol, Philadelphia, PA 19104 USAUniv Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
Das, Sandhitsu
[3
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Davis, Kathryn A.
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机构:
Univ Penn, Dept Neurol, Philadelphia, PA 19104 USAUniv Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
Davis, Kathryn A.
[3
]
机构:
[1] Univ Penn, Perelman Sch Med, Philadelphia, PA 19104 USA
[2] Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
[3] Univ Penn, Dept Neurol, Philadelphia, PA 19104 USA
[4] Univ Penn, Dept Radiol, Philadelphia, PA 19104 USA
[5] Univ Penn, 301 Hayden Hall,3320 Smith Walk, Philadelphia, PA 19104 USA
Objective: Epilepsy patients are often grouped together by clinical variables. Quantitative neuroimaging metrics can provide a data-driven alternative for grouping of patients. In this work, we leverage ultra-high-field 7-T structural magnetic resonance imaging (MRI) to characterize volumetric atrophy patterns across hippocampal subfields and thalamic nuclei in drug-resistant focal epilepsy. Methods: Forty-two drug-resistant epilepsy patients and 13 controls with 7-T structural neuroimaging were included in this study. We measured hippocampal subfield and thalamic nuclei volumetry, and applied an unsupervised machine learning algorithm, Latent Dirichlet Allocation (LDA), to estimate atrophy patterns across the hippocampal subfields and thalamic nuclei of patients. We studied the association between predefined clinical groups and the estimated atrophy patterns. Additionally, we used hierarchical clustering on the LDA factors to group patients in a data-driven approach. Results: In patients with mesial temporal sclerosis (MTS), we found a significant decrease in volume across all ipsilateral hippocampal subfields (false discovery rate-corrected p [pFDR] < .01) as well as in some ipsilateral (pFDR < .05) and contralateral (pFDR < .01) thalamic nuclei. In left temporal lobe epilepsy (L-TLE) we saw ipsilateral hippocampal and some bilateral thalamic atrophy (pFDR < .05), whereas in right temporal lobe epilepsy (R-TLE) extensive bilateral hippocampal and thalamic atrophy was observed (pFDR < .05). Atrophy factors demonstrated that our MTS cohort had two atrophy phenotypes: one that affected the ipsilateral hippocampus and one that affected the ipsilateral hippocampus and bilateral anterior thalamus. Atrophy factors demonstrated posterior thalamic atrophy in R-TLE, whereas an anterior thalamic atrophy pattern was more common in L-TLE. Finally, hierarchical clustering of atrophy patterns recapitulated clusters with homogeneous clinical properties.
机构:
Hanyang Univ, Dept Elect Engn, Seoul 04763, South KoreaHanyang Univ, Dept Elect Engn, Seoul 04763, South Korea
Cho, Youngdae
Basir, Abdul
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Hanyang Univ, Dept Elect Engn, Seoul 04763, South KoreaHanyang Univ, Dept Elect Engn, Seoul 04763, South Korea
Basir, Abdul
Yoo, Hyoungsuk
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Hanyang Univ, Dept Elect Engn, Seoul 04763, South Korea
Hanyang Univ, Dept Biomed Engn, Seoul 04763, South KoreaHanyang Univ, Dept Elect Engn, Seoul 04763, South Korea
机构:
Chungbuk Natl Univ, Coll Med, Grad Sch, Dept Neurosci, Cheongju, South Korea
Chungbuk Natl Univ Hosp, Dept Neurosurg, Cheongju, South KoreaChungbuk Natl Univ, Coll Med, Grad Sch, Dept Neurosci, Cheongju, South Korea
Oh, Byeong H.
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Moon, Hyeong C.
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Kim, Aryun
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Kim, Hyeon J.
Cheong, Chae J.
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机构:
Korea Basic Sci Inst, Bioimaging Res Team, Cheongju, South KoreaChungbuk Natl Univ, Coll Med, Grad Sch, Dept Neurosci, Cheongju, South Korea
机构:
Massachusetts Gen Hosp, Dept Psychiat, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Psychiat, Boston, MA 02114 USA
Evans, K. C.
Keil, B.
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机构:
Massachusetts Gen Hosp, Dept Radiol, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Psychiat, Boston, MA 02114 USA
Keil, B.
McLaren, D. G.
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机构:
Massachusetts Gen Hosp, Dept Neurol, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Psychiat, Boston, MA 02114 USA
McLaren, D. G.
Bianciardi, M.
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机构:
Massachusetts Gen Hosp, Dept Radiol, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Psychiat, Boston, MA 02114 USA
Bianciardi, M.
Song, T. -Y.
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Massachusetts Gen Hosp, Dept Psychiat, Boston, MA 02114 USAMassachusetts Gen Hosp, Dept Psychiat, Boston, MA 02114 USA
Song, T. -Y.
Triantafyllou, C.
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机构:
Massachusetts Gen Hosp, Dept Radiol, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, Dept Psychiat, Boston, MA 02114 USA
机构:
Univ Western Ontario, Dept Med Biophys, London, ON, CanadaDalhousie Univ, Dept Psychiat, Halifax, NS, Canada
Jeon, Peter
MacKinley, Michael
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机构:
Robarts Res Inst, London, ON, CanadaDalhousie Univ, Dept Psychiat, Halifax, NS, Canada
MacKinley, Michael
Williamson, Peter
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机构:
Robarts Res Inst, London, ON, Canada
Univ Western Ontario, Dept Psychiat, London, ON, Canada
Lawson Hlth Res Inst, London, ON, CanadaDalhousie Univ, Dept Psychiat, Halifax, NS, Canada
Williamson, Peter
Theberge, Jean
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机构:
Univ Western Ontario, Dept Med Biophys, London, ON, Canada
Robarts Res Inst, London, ON, Canada
Lawson Hlth Res Inst, London, ON, Canada
St Josephs Hlth Care London, Dept Diagnost Imaging, London, ON, CanadaDalhousie Univ, Dept Psychiat, Halifax, NS, Canada
Theberge, Jean
Palaniyappan, Lena
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机构:
Univ Western Ontario, Dept Med Biophys, London, ON, Canada
Robarts Res Inst, London, ON, Canada
Univ Western Ontario, Dept Psychiat, London, ON, Canada
Lawson Hlth Res Inst, London, ON, CanadaDalhousie Univ, Dept Psychiat, Halifax, NS, Canada