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Paulo DL, Wills KE, Johnson GW, Gonzalez HFJ, Rolston JD, Naftel RP, Reddy SB, Morgan VL, Kang H, Williams Roberson S, Narasimhan S, Englot DJ. SEEG Functional Connectivity Measures to Identify Epileptogenic Zones: Stability, Medication Influence, and Recording Condition. Neurology 2022; 98:e2060-e2072. [PMID: 35338075 PMCID: PMC9162047 DOI: 10.1212/wnl.0000000000200386] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2021] [Accepted: 02/01/2022] [Indexed: 11/15/2022] Open
Abstract
BACKGROUND AND OBJECTIVES Functional connectivity (FC) measures can be used to differentiate epileptogenic zones (EZs) from non-EZs in patients with medically refractory epilepsy. Little work has been done to evaluate the stability of stereo-EEG (SEEG) FC measures over time and their relationship with antiseizure medication (ASM) use, a critical confounder in epilepsy FC studies. We aimed to answer the following questions: Are SEEG FC measures stable over time? Are they influenced by ASMs? Are they affected by patient data collection state? METHODS In 32 patients with medically refractory focal epilepsy, we collected a single 2-minute prospective SEEG resting-state (awake, eyes closed) data set and consecutive 2-minute retrospective pseudo-rest (awake, eyes open) data sets for days 1-7 postimplantation. ASM dosages were recorded for days 1-7 postimplantation and drug load score (DLS) per day was calculated to standardize and compare across patients. FC was evaluated using directed and nondirected measures. Standard clinical interpretation of ictal SEEG was used to classify brain regions as EZs and non-EZs. RESULTS Over 7 days, presumed EZs consistently had higher FC than non-EZs when using between imaginary coherence (ImCoh) and partial directed coherence (PDC) inward strength, without accounting for DLS. These measures were demonstrated to be stable over a short-term period of 3 consecutive days with the same DLS. Between ImCoh FC differences between EZs and non-EZs were reduced with DLS decreases, whereas other measures were not affected by DLS. FC differences between EZs and non-EZs were seen during both resting-state and pseudo-rest conditions; ImCoh values were strongly correlated between the 2 conditions, whereas PDC values were not. DISCUSSION Inward and nondirected SEEG FC is higher in presumed EZs vs non-EZs and measures are stable over time. However, certain measures may be affected by ASM dose, as between ImCoh differences between EZs and non-EZs are less pronounced with lower doses, and other measures such as PDC are poorly correlated across recording conditions. These findings allow novel insight into how SEEG FC measures may aid surgical localization and how they are influenced by ASMs and other factors.
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Affiliation(s)
- Danika L Paulo
- From the Departments of Neurological Surgery (D.L.P., K.E.W., R.P.N., V.L.M., S.N., D.J.E.), Radiology and Radiological Sciences (V.L.M., D.J.E.), Biostatistics (V.L.M., S.W.R., D.J.E.), and Neurology (H.K.), Vanderbilt University Medical Center; Vanderbilt University Institute of Imaging Science (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Vanderbilt Institute for Surgery and Engineering (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Department of Biomedical Engineering (G.W.J., H.F.J.G., V.L.M., S.W.R., S.N., D.J.E.), Vanderbilt University, Nashville, TN; Departments of Neurosurgery and Biomedical Engineering (J.D.R.), University of Utah, Salt Lake City; and Department of Pediatrics (S.B.R.), Vanderbilt Children's Hospital, Nashville, TN
| | - Kristin E Wills
- From the Departments of Neurological Surgery (D.L.P., K.E.W., R.P.N., V.L.M., S.N., D.J.E.), Radiology and Radiological Sciences (V.L.M., D.J.E.), Biostatistics (V.L.M., S.W.R., D.J.E.), and Neurology (H.K.), Vanderbilt University Medical Center; Vanderbilt University Institute of Imaging Science (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Vanderbilt Institute for Surgery and Engineering (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Department of Biomedical Engineering (G.W.J., H.F.J.G., V.L.M., S.W.R., S.N., D.J.E.), Vanderbilt University, Nashville, TN; Departments of Neurosurgery and Biomedical Engineering (J.D.R.), University of Utah, Salt Lake City; and Department of Pediatrics (S.B.R.), Vanderbilt Children's Hospital, Nashville, TN
| | - Graham W Johnson
- From the Departments of Neurological Surgery (D.L.P., K.E.W., R.P.N., V.L.M., S.N., D.J.E.), Radiology and Radiological Sciences (V.L.M., D.J.E.), Biostatistics (V.L.M., S.W.R., D.J.E.), and Neurology (H.K.), Vanderbilt University Medical Center; Vanderbilt University Institute of Imaging Science (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Vanderbilt Institute for Surgery and Engineering (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Department of Biomedical Engineering (G.W.J., H.F.J.G., V.L.M., S.W.R., S.N., D.J.E.), Vanderbilt University, Nashville, TN; Departments of Neurosurgery and Biomedical Engineering (J.D.R.), University of Utah, Salt Lake City; and Department of Pediatrics (S.B.R.), Vanderbilt Children's Hospital, Nashville, TN
| | - Hernan F J Gonzalez
- From the Departments of Neurological Surgery (D.L.P., K.E.W., R.P.N., V.L.M., S.N., D.J.E.), Radiology and Radiological Sciences (V.L.M., D.J.E.), Biostatistics (V.L.M., S.W.R., D.J.E.), and Neurology (H.K.), Vanderbilt University Medical Center; Vanderbilt University Institute of Imaging Science (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Vanderbilt Institute for Surgery and Engineering (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Department of Biomedical Engineering (G.W.J., H.F.J.G., V.L.M., S.W.R., S.N., D.J.E.), Vanderbilt University, Nashville, TN; Departments of Neurosurgery and Biomedical Engineering (J.D.R.), University of Utah, Salt Lake City; and Department of Pediatrics (S.B.R.), Vanderbilt Children's Hospital, Nashville, TN
| | - John D Rolston
- From the Departments of Neurological Surgery (D.L.P., K.E.W., R.P.N., V.L.M., S.N., D.J.E.), Radiology and Radiological Sciences (V.L.M., D.J.E.), Biostatistics (V.L.M., S.W.R., D.J.E.), and Neurology (H.K.), Vanderbilt University Medical Center; Vanderbilt University Institute of Imaging Science (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Vanderbilt Institute for Surgery and Engineering (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Department of Biomedical Engineering (G.W.J., H.F.J.G., V.L.M., S.W.R., S.N., D.J.E.), Vanderbilt University, Nashville, TN; Departments of Neurosurgery and Biomedical Engineering (J.D.R.), University of Utah, Salt Lake City; and Department of Pediatrics (S.B.R.), Vanderbilt Children's Hospital, Nashville, TN
| | - Robert P Naftel
- From the Departments of Neurological Surgery (D.L.P., K.E.W., R.P.N., V.L.M., S.N., D.J.E.), Radiology and Radiological Sciences (V.L.M., D.J.E.), Biostatistics (V.L.M., S.W.R., D.J.E.), and Neurology (H.K.), Vanderbilt University Medical Center; Vanderbilt University Institute of Imaging Science (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Vanderbilt Institute for Surgery and Engineering (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Department of Biomedical Engineering (G.W.J., H.F.J.G., V.L.M., S.W.R., S.N., D.J.E.), Vanderbilt University, Nashville, TN; Departments of Neurosurgery and Biomedical Engineering (J.D.R.), University of Utah, Salt Lake City; and Department of Pediatrics (S.B.R.), Vanderbilt Children's Hospital, Nashville, TN
| | - Shilpa B Reddy
- From the Departments of Neurological Surgery (D.L.P., K.E.W., R.P.N., V.L.M., S.N., D.J.E.), Radiology and Radiological Sciences (V.L.M., D.J.E.), Biostatistics (V.L.M., S.W.R., D.J.E.), and Neurology (H.K.), Vanderbilt University Medical Center; Vanderbilt University Institute of Imaging Science (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Vanderbilt Institute for Surgery and Engineering (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Department of Biomedical Engineering (G.W.J., H.F.J.G., V.L.M., S.W.R., S.N., D.J.E.), Vanderbilt University, Nashville, TN; Departments of Neurosurgery and Biomedical Engineering (J.D.R.), University of Utah, Salt Lake City; and Department of Pediatrics (S.B.R.), Vanderbilt Children's Hospital, Nashville, TN
| | - Victoria L Morgan
- From the Departments of Neurological Surgery (D.L.P., K.E.W., R.P.N., V.L.M., S.N., D.J.E.), Radiology and Radiological Sciences (V.L.M., D.J.E.), Biostatistics (V.L.M., S.W.R., D.J.E.), and Neurology (H.K.), Vanderbilt University Medical Center; Vanderbilt University Institute of Imaging Science (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Vanderbilt Institute for Surgery and Engineering (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Department of Biomedical Engineering (G.W.J., H.F.J.G., V.L.M., S.W.R., S.N., D.J.E.), Vanderbilt University, Nashville, TN; Departments of Neurosurgery and Biomedical Engineering (J.D.R.), University of Utah, Salt Lake City; and Department of Pediatrics (S.B.R.), Vanderbilt Children's Hospital, Nashville, TN
| | - Hakmook Kang
- From the Departments of Neurological Surgery (D.L.P., K.E.W., R.P.N., V.L.M., S.N., D.J.E.), Radiology and Radiological Sciences (V.L.M., D.J.E.), Biostatistics (V.L.M., S.W.R., D.J.E.), and Neurology (H.K.), Vanderbilt University Medical Center; Vanderbilt University Institute of Imaging Science (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Vanderbilt Institute for Surgery and Engineering (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Department of Biomedical Engineering (G.W.J., H.F.J.G., V.L.M., S.W.R., S.N., D.J.E.), Vanderbilt University, Nashville, TN; Departments of Neurosurgery and Biomedical Engineering (J.D.R.), University of Utah, Salt Lake City; and Department of Pediatrics (S.B.R.), Vanderbilt Children's Hospital, Nashville, TN
| | - Shawniqua Williams Roberson
- From the Departments of Neurological Surgery (D.L.P., K.E.W., R.P.N., V.L.M., S.N., D.J.E.), Radiology and Radiological Sciences (V.L.M., D.J.E.), Biostatistics (V.L.M., S.W.R., D.J.E.), and Neurology (H.K.), Vanderbilt University Medical Center; Vanderbilt University Institute of Imaging Science (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Vanderbilt Institute for Surgery and Engineering (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Department of Biomedical Engineering (G.W.J., H.F.J.G., V.L.M., S.W.R., S.N., D.J.E.), Vanderbilt University, Nashville, TN; Departments of Neurosurgery and Biomedical Engineering (J.D.R.), University of Utah, Salt Lake City; and Department of Pediatrics (S.B.R.), Vanderbilt Children's Hospital, Nashville, TN
| | - Saramati Narasimhan
- From the Departments of Neurological Surgery (D.L.P., K.E.W., R.P.N., V.L.M., S.N., D.J.E.), Radiology and Radiological Sciences (V.L.M., D.J.E.), Biostatistics (V.L.M., S.W.R., D.J.E.), and Neurology (H.K.), Vanderbilt University Medical Center; Vanderbilt University Institute of Imaging Science (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Vanderbilt Institute for Surgery and Engineering (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Department of Biomedical Engineering (G.W.J., H.F.J.G., V.L.M., S.W.R., S.N., D.J.E.), Vanderbilt University, Nashville, TN; Departments of Neurosurgery and Biomedical Engineering (J.D.R.), University of Utah, Salt Lake City; and Department of Pediatrics (S.B.R.), Vanderbilt Children's Hospital, Nashville, TN
| | - Dario J Englot
- From the Departments of Neurological Surgery (D.L.P., K.E.W., R.P.N., V.L.M., S.N., D.J.E.), Radiology and Radiological Sciences (V.L.M., D.J.E.), Biostatistics (V.L.M., S.W.R., D.J.E.), and Neurology (H.K.), Vanderbilt University Medical Center; Vanderbilt University Institute of Imaging Science (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Vanderbilt Institute for Surgery and Engineering (K.E.W., G.W.J., H.F.J.G., V.L.M., S.N., D.J.E.); Department of Biomedical Engineering (G.W.J., H.F.J.G., V.L.M., S.W.R., S.N., D.J.E.), Vanderbilt University, Nashville, TN; Departments of Neurosurgery and Biomedical Engineering (J.D.R.), University of Utah, Salt Lake City; and Department of Pediatrics (S.B.R.), Vanderbilt Children's Hospital, Nashville, TN
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Englot DJ, Gonzalez HFJ, Reynolds BB, Konrad PE, Jacobs ML, Gore JC, Landman BA, Morgan VL. Relating structural and functional brainstem connectivity to disease measures in epilepsy. Neurology 2018; 91:e67-e77. [PMID: 29848786 DOI: 10.1212/wnl.0000000000005733] [Citation(s) in RCA: 42] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2017] [Accepted: 04/02/2018] [Indexed: 01/31/2023] Open
Abstract
OBJECTIVE While epilepsy studies rarely examine brainstem, we sought to examine the hypothesis that temporal lobe epilepsy (TLE) leads to subcortical arousal center dysfunction, contributing to neocortical connectivity and neurocognitive disturbances. METHODS In this case-control study of 26 adult patients with TLE and 26 controls, we used MRI to measure structural and functional connectivity of the cuneiform/subcuneiform nuclei (CSC), pedunculopontine nucleus, and ventral tegmental area. Ascending reticular activating system connectivity patterns were related to neuropsychological and disease measures. RESULTS Compared to controls, patients with TLE demonstrated reductions in ascending reticular activating system structural and functional connectivity, most prominently to neocortical regions (p < 0.05, unpaired t tests, corrected). While reduced CSC structural connectivity was related to impaired performance IQ and visuospatial memory, diminished CSC functional connectivity was associated with impaired verbal IQ and language abilities (p < 0.05, Spearman ρ, t tests). Finally, CSC structural connectivity decreases were quantitatively associated with consciousness-impairing seizure frequency (p < 0.05, Spearman ρ) and the presence of generalized seizures (p < 0.05, unpaired t test), suggesting a relationship to disease severity. CONCLUSIONS Connectivity perturbations in brainstem arousal centers are present in TLE and may contribute to neurocognitive problems. These studies demonstrate the underappreciated role of brainstem networks in epilepsy and may lead to novel neuromodulation targets to treat or prevent deleterious brain network effects of seizures in TLE.
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Affiliation(s)
- Dario J Englot
- From the Departments of Neurological Surgery (D.J.E., P.E.K.), Biomedical Engineering (D.J.E., H.F.J.G., P.E.K., B.A.L., V.L.M.), Radiology and Radiological Sciences (D.J.E., B.B.R., J.C.G., B.A.L., V.L.M.), Psychiatry and Behavioral Sciences (M.L.J.), and the Vanderbilt University Institute of Imaging Science (D.J.E., H.F.J.G., B.B.R., J.C.G., B.A.L., V.L.M.), Vanderbilt University Medical Center, Nashville, TN.
| | - Hernan F J Gonzalez
- From the Departments of Neurological Surgery (D.J.E., P.E.K.), Biomedical Engineering (D.J.E., H.F.J.G., P.E.K., B.A.L., V.L.M.), Radiology and Radiological Sciences (D.J.E., B.B.R., J.C.G., B.A.L., V.L.M.), Psychiatry and Behavioral Sciences (M.L.J.), and the Vanderbilt University Institute of Imaging Science (D.J.E., H.F.J.G., B.B.R., J.C.G., B.A.L., V.L.M.), Vanderbilt University Medical Center, Nashville, TN
| | - Bryson B Reynolds
- From the Departments of Neurological Surgery (D.J.E., P.E.K.), Biomedical Engineering (D.J.E., H.F.J.G., P.E.K., B.A.L., V.L.M.), Radiology and Radiological Sciences (D.J.E., B.B.R., J.C.G., B.A.L., V.L.M.), Psychiatry and Behavioral Sciences (M.L.J.), and the Vanderbilt University Institute of Imaging Science (D.J.E., H.F.J.G., B.B.R., J.C.G., B.A.L., V.L.M.), Vanderbilt University Medical Center, Nashville, TN
| | - Peter E Konrad
- From the Departments of Neurological Surgery (D.J.E., P.E.K.), Biomedical Engineering (D.J.E., H.F.J.G., P.E.K., B.A.L., V.L.M.), Radiology and Radiological Sciences (D.J.E., B.B.R., J.C.G., B.A.L., V.L.M.), Psychiatry and Behavioral Sciences (M.L.J.), and the Vanderbilt University Institute of Imaging Science (D.J.E., H.F.J.G., B.B.R., J.C.G., B.A.L., V.L.M.), Vanderbilt University Medical Center, Nashville, TN
| | - Monica L Jacobs
- From the Departments of Neurological Surgery (D.J.E., P.E.K.), Biomedical Engineering (D.J.E., H.F.J.G., P.E.K., B.A.L., V.L.M.), Radiology and Radiological Sciences (D.J.E., B.B.R., J.C.G., B.A.L., V.L.M.), Psychiatry and Behavioral Sciences (M.L.J.), and the Vanderbilt University Institute of Imaging Science (D.J.E., H.F.J.G., B.B.R., J.C.G., B.A.L., V.L.M.), Vanderbilt University Medical Center, Nashville, TN
| | - John C Gore
- From the Departments of Neurological Surgery (D.J.E., P.E.K.), Biomedical Engineering (D.J.E., H.F.J.G., P.E.K., B.A.L., V.L.M.), Radiology and Radiological Sciences (D.J.E., B.B.R., J.C.G., B.A.L., V.L.M.), Psychiatry and Behavioral Sciences (M.L.J.), and the Vanderbilt University Institute of Imaging Science (D.J.E., H.F.J.G., B.B.R., J.C.G., B.A.L., V.L.M.), Vanderbilt University Medical Center, Nashville, TN
| | - Bennett A Landman
- From the Departments of Neurological Surgery (D.J.E., P.E.K.), Biomedical Engineering (D.J.E., H.F.J.G., P.E.K., B.A.L., V.L.M.), Radiology and Radiological Sciences (D.J.E., B.B.R., J.C.G., B.A.L., V.L.M.), Psychiatry and Behavioral Sciences (M.L.J.), and the Vanderbilt University Institute of Imaging Science (D.J.E., H.F.J.G., B.B.R., J.C.G., B.A.L., V.L.M.), Vanderbilt University Medical Center, Nashville, TN
| | - Victoria L Morgan
- From the Departments of Neurological Surgery (D.J.E., P.E.K.), Biomedical Engineering (D.J.E., H.F.J.G., P.E.K., B.A.L., V.L.M.), Radiology and Radiological Sciences (D.J.E., B.B.R., J.C.G., B.A.L., V.L.M.), Psychiatry and Behavioral Sciences (M.L.J.), and the Vanderbilt University Institute of Imaging Science (D.J.E., H.F.J.G., B.B.R., J.C.G., B.A.L., V.L.M.), Vanderbilt University Medical Center, Nashville, TN
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