Temporal changes of neocortical high-frequency oscillations in epilepsy
被引:53
作者:
Pearce, Allison
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Comp Sci, Philadelphia, PA 19104 USAUniv Penn, Dept Comp Sci, Philadelphia, PA 19104 USA
Pearce, Allison
[1
]
Wulsin, Drausin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USAUniv Penn, Dept Comp Sci, Philadelphia, PA 19104 USA
Wulsin, Drausin
[2
]
Blanco, Justin A.
论文数: 0引用数: 0
h-index: 0
机构:
US Naval Acad, Dept Elect & Comp Engn, Annapolis, MD USAUniv Penn, Dept Comp Sci, Philadelphia, PA 19104 USA
Blanco, Justin A.
[3
]
Krieger, Abba
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Wharton Sch Business, Dept Stat, Philadelphia, PA 19104 USAUniv Penn, Dept Comp Sci, Philadelphia, PA 19104 USA
Krieger, Abba
[4
]
Litt, Brian
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Univ Penn, Penn Epilepsy Ctr, Philadelphia, PA 19104 USAUniv Penn, Dept Comp Sci, Philadelphia, PA 19104 USA
Litt, Brian
[2
,5
]
Stacey, William C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Neurol, Ann Arbor, MI 48109 USA
Univ Michigan, Dept Biomed Engn, Ann Arbor, MI 48109 USAUniv Penn, Dept Comp Sci, Philadelphia, PA 19104 USA
Stacey, William C.
[6
,7
]
机构:
[1] Univ Penn, Dept Comp Sci, Philadelphia, PA 19104 USA
[2] Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
[3] US Naval Acad, Dept Elect & Comp Engn, Annapolis, MD USA
[4] Univ Penn, Wharton Sch Business, Dept Stat, Philadelphia, PA 19104 USA
[5] Univ Penn, Penn Epilepsy Ctr, Philadelphia, PA 19104 USA
[6] Univ Michigan, Dept Neurol, Ann Arbor, MI 48109 USA
[7] Univ Michigan, Dept Biomed Engn, Ann Arbor, MI 48109 USA
epilepsy;
HFO;
oscillation;
machine learning;
classifier;
FAST RIPPLES;
STATUS EPILEPTICUS;
ENTORHINAL CORTEX;
80-500;
HZ;
HIPPOCAMPUS;
MECHANISMS;
RECORDINGS;
SEIZURES;
SPIKES;
EEG;
D O I:
10.1152/jn.01009.2012
中图分类号:
Q189 [神经科学];
学科分类号:
071006 ;
摘要:
High-frequency (100-500 Hz) oscillations (HFOs) recorded from intracranial electrodes are a potential biomarker for epileptogenic brain. HFOs are commonly categorized as ripples (100-250 Hz) or fast ripples (250-500 Hz), and a third class of mixed frequency events has also been identified. We hypothesize that temporal changes in HFOs may identify periods of increased the likelihood of seizure onset. HFOs (86,151) from five patients with neocortical epilepsy implanted with hybrid (micro + macro) intracranial electrodes were detected using a previously validated automated algorithm run over all channels of each patient's entire recording. HFOs were characterized by extracting quantitative morphologic features and divided into four time epochs (interictal, preictal, ictal, and postictal) and three HFO clusters (ripples, fast ripples, and mixed events). We used supervised classification and nonparametric statistical tests to explore quantitative changes in HFO features before, during, and after seizures. We also analyzed temporal changes in the rates and proportions of events from each HFO cluster during these periods. We observed patient-specific changes in HFO morphology linked to fluctuation in the relative rates of ripples, fast ripples, and mixed frequency events. These changes in relative rate occurred in pre- and postictal periods up to thirty min before and after seizures. We also found evidence that the distribution of HFOs during these different time periods varied greatly between individual patients. These results suggest that temporal analysis of HFO features has potential for designing custom seizure prediction algorithms and for exploring the relationship between HFOs and seizure generation.
机构:
Univ Michigan, Dept Neurol, Ann Arbor, MI 48103 USA
Univ Michigan, Dept Biomed Engn, Ann Arbor, MI 48103 USAUSN Acad, Dept Elect & Comp Engn, Annapolis, MD 21402 USA
Stacey, William
Maus, Douglas
论文数: 0引用数: 0
h-index: 0
机构:
Suny Downstate Med Ctr, Dept Neurol, Brooklyn, NY 11203 USAUSN Acad, Dept Elect & Comp Engn, Annapolis, MD 21402 USA
Maus, Douglas
Marsh, Eric
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Neurol, Philadelphia, PA 19104 USAUSN Acad, Dept Elect & Comp Engn, Annapolis, MD 21402 USA
Marsh, Eric
Viventi, Jonathan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USAUSN Acad, Dept Elect & Comp Engn, Annapolis, MD 21402 USA
Viventi, Jonathan
Lee, Kendall H.
论文数: 0引用数: 0
h-index: 0
机构:
Mayo Clin, Dept Neurosurg, Rochester, MN 55905 USAUSN Acad, Dept Elect & Comp Engn, Annapolis, MD 21402 USA
Lee, Kendall H.
Marsh, Richard
论文数: 0引用数: 0
h-index: 0
机构:
Childrens Hosp Philadelphia, Div Child Neurol, Philadelphia, PA 19104 USA
Mayo Clin, Dept Neurosurg, Rochester, MN 55905 USAUSN Acad, Dept Elect & Comp Engn, Annapolis, MD 21402 USA
Marsh, Richard
Litt, Brian
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Univ Penn, Dept Neurol, Philadelphia, PA 19104 USAUSN Acad, Dept Elect & Comp Engn, Annapolis, MD 21402 USA
Litt, Brian
Worrell, Gregory A.
论文数: 0引用数: 0
h-index: 0
机构:
Mayo Clin, Dept Neurol, Mayo Syst Electrophysiol Lab, Rochester, MN 55905 USAUSN Acad, Dept Elect & Comp Engn, Annapolis, MD 21402 USA
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USA
Bragin, Anatol
Wilson, Charles L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USA
Wilson, Charles L.
Engel, Jerome, Jr.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USA
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USA
Univ Calif Los Angeles, David Geffen Sch Med, Brain Res Inst, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USA
Bragin, Anatol
Benassi, Simone K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USA
Benassi, Simone K.
Kheiri, Farshad
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USA
Kheiri, Farshad
Engel, Jerome, Jr.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USA
Univ Calif Los Angeles, David Geffen Sch Med, Brain Res Inst, Los Angeles, CA 90095 USA
Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurobiol, Los Angeles, CA 90095 USA
Univ Calif Los Angeles, David Geffen Sch Med, Dept Psychiat & Biobehav Sci, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USA
机构:
Univ Michigan, Dept Neurol, Ann Arbor, MI 48103 USA
Univ Michigan, Dept Biomed Engn, Ann Arbor, MI 48103 USAUSN Acad, Dept Elect & Comp Engn, Annapolis, MD 21402 USA
Stacey, William
Maus, Douglas
论文数: 0引用数: 0
h-index: 0
机构:
Suny Downstate Med Ctr, Dept Neurol, Brooklyn, NY 11203 USAUSN Acad, Dept Elect & Comp Engn, Annapolis, MD 21402 USA
Maus, Douglas
Marsh, Eric
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Neurol, Philadelphia, PA 19104 USAUSN Acad, Dept Elect & Comp Engn, Annapolis, MD 21402 USA
Marsh, Eric
Viventi, Jonathan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USAUSN Acad, Dept Elect & Comp Engn, Annapolis, MD 21402 USA
Viventi, Jonathan
Lee, Kendall H.
论文数: 0引用数: 0
h-index: 0
机构:
Mayo Clin, Dept Neurosurg, Rochester, MN 55905 USAUSN Acad, Dept Elect & Comp Engn, Annapolis, MD 21402 USA
Lee, Kendall H.
Marsh, Richard
论文数: 0引用数: 0
h-index: 0
机构:
Childrens Hosp Philadelphia, Div Child Neurol, Philadelphia, PA 19104 USA
Mayo Clin, Dept Neurosurg, Rochester, MN 55905 USAUSN Acad, Dept Elect & Comp Engn, Annapolis, MD 21402 USA
Marsh, Richard
Litt, Brian
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Bioengn, Philadelphia, PA 19104 USA
Univ Penn, Dept Neurol, Philadelphia, PA 19104 USAUSN Acad, Dept Elect & Comp Engn, Annapolis, MD 21402 USA
Litt, Brian
Worrell, Gregory A.
论文数: 0引用数: 0
h-index: 0
机构:
Mayo Clin, Dept Neurol, Mayo Syst Electrophysiol Lab, Rochester, MN 55905 USAUSN Acad, Dept Elect & Comp Engn, Annapolis, MD 21402 USA
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USA
Bragin, Anatol
Wilson, Charles L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USA
Wilson, Charles L.
Engel, Jerome, Jr.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USA
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USA
Univ Calif Los Angeles, David Geffen Sch Med, Brain Res Inst, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USA
Bragin, Anatol
Benassi, Simone K.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USA
Benassi, Simone K.
Kheiri, Farshad
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USA
Kheiri, Farshad
Engel, Jerome, Jr.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USA
Univ Calif Los Angeles, David Geffen Sch Med, Brain Res Inst, Los Angeles, CA 90095 USA
Univ Calif Los Angeles, David Geffen Sch Med, Dept Neurobiol, Los Angeles, CA 90095 USA
Univ Calif Los Angeles, David Geffen Sch Med, Dept Psychiat & Biobehav Sci, Los Angeles, CA 90095 USAUniv Calif Los Angeles, David Geffen Sch Med, Dept Neurol, Los Angeles, CA 90095 USA