References
- Ahrens, M.B., Orger, M.B., Robson, D.N., Li, J.M., & Keller, P.J. (2013). Whole-brain functional imaging at cellular resolution using light-sheet microscopy. Nature Methods, 10, 413–420. Retrieved from http://doi.org/10.1038/nmeth.2434
- Aston-Jones, G., & Deisseroth, K. (2013). Recent advances in optogenetics and pharmacogenetics. Brain Research, 1511, 1–5. Retrieved from https://doi.org/10.1016/j.brainres.2013.01.026
- Bentley, J.N., Chestek, C., Stacey, W.C., & Patil, P.G. (2013). Optogenetics in epilepsy. Neurosurgical Focus, 34, E4. Retrieved from http://doi.org/10.3171/2013.3.FOCUS1364
- Bergfeld, I.O., Mantione, M., Hoogendoorn, M.L.C., Ruhé, H.G., Notten, P., Van Laarhoven, J., … Denys, D. (2016). Deep brain stimulation of the ventral anterior limb of the internal capsule for treatment-resistant depression: a randomized clinical trial. JAMA Psychiatry, 73, 456–464. Retrieved from http://doi.org/10.1001/jamapsychiatry.2016.0152
- Bewernick, B.H., Hurlemann, R., Matusch, A., Kayser, S., Grubert, C., Hadrysiewicz, B., … Schlaepfer, T.E. (2010). Nucleus accumbens deep brain stimulation decreases ratings of depression and anxiety in treatment-resistant depression. Biological Psychiatry, 67, 110–116. Retrieved from http://doi.org/10.1016/j.biopsych.2009.09.013
- Bewernick, B.H., Kayser, S., Sturm, V., & Schlaepfer, T.E. (2012). Long-term effects of nucleus accumbens deep brain stimulation in treatment-resistant depression: evidence for sustained efficacy. Neuropsychopharmacology: Official Publication of the American College of Neuropsychopharmacology, 37, 1975–1985. Retrieved from http://doi.org/10.1038/npp.2012.44
- Bjune, C.K., Marinis, T.F., Sriram, T.S., Brady, J.M., Moran, J., Parks, P.D., … Eskandar, E.N. (2015). Packaging architecture for an implanted system that monitors brain activity and applies therapeutic stimulation. International Symposium on MicroelectronicsInternational Symposium on Microelectronics, 2015, 548–554. Retrieved from http://doi.org/10.4071/isom-2015-THA13
- Broome, B.M., Jayaraman, V., & Laurent, G. (2006). Encoding and decoding of overlapping odor sequences. Neuron, 51, 467–482. Retrieved from http://doi.org/10.1016/j.neuron.2006.07.018
- Brown, S.L., Joseph, J., & Stopfer, M. (2005). Encoding a temporally structured stimulus with a temporally structured neural representation. Nature Neuroscience, 8, 1568–1576. Retrieved from http://doi.org/10.1038/nn155910.1038/nn1559
- Brunton, B.W., Johnson, L.A., Ojemann, J.G., & Kutz, J.N. (2016). Extracting spatial-temporal coherent patterns in large-scale neural recordings using dynamic mode decomposition. Journal of Neuroscience Methods, 258, 1–15. Retrieved from http://doi.org/10.1016/j.jneumeth.2015.10.010
- Canales, A., Jia, X., Froriep, U.P., Koppes, R.A., Tringides, C.M., Selvidge, J., … Anikeeva, P. (2015). Multifunctional fibers for simultaneous optical, electrical and chemical interrogation of neural circuits in vivo. Nature Biotechnology, 33, 277–284. Retrieved from http://doi.org/10.1038/nbt.3093
- Chen, R., Romero, G., Christiansen, M.G., Mohr, A., & Anikeeva, P. (2015). Wireless magnetothermal deep brain stimulation. Science (New York, N.Y.), 347, 1477–1480. Retrieved from http://doi.org/10.1126/science.1261821
- Churchland, M.M., Yu, B.M., Cunningham, J.P., Sugrue, L.P., Cohen, M.R., Corrado, G.S., … Shenoy, K.V. (2010). Stimulus onset quenches neural variability: a widespread cortical phenomenon. Nature Neuroscience, 13, 369–378. Retrieved from http://doi.org/10.1038/nn.2501
- Creed, M., Pascoli, V.J., Lüscher, C., Benabid, A.L., Pollak, P., Gervason, C., … Nobrega, J.N. Addiction therapy (2015). Refining deep brain stimulation to emulate optogenetic treatment of synaptic pathology. Science (New York, NY), 347, 659–664. Retrieved from http://doi.org/10.1126/science.1260776
- Cunningham, J.P., & Yu, B.M. (2014). Dimensionality reduction for large-scale neural recordings. Nature Neuroscience, 17, 1500–1509. Retrieved from http://doi.org/10.1038/nn.377610.1038/nn.3776
- Cuthbert, B.N., & Insel, T.R. (2013). Toward the future of psychiatric diagnosis: the seven pillars of RDoC. BMC Medicine, 11, 126. Retrieved from http://doi.org/10.1186/1741-7015-11-126
- Dougherty, D.D., Rezai, A.R., Carpenter, L.L., Howland, R.H., Bhati, M.T., O’reardon, J.P., … Malone Jr, D.A. (2015). A randomized sham-controlled trial of deep brain stimulation of the ventral capsule/ventral striatum for chronic treatment-resistant depression. Biological Psychiatry, 78, 240–248. Retrieved from http://doi.org/10.1016/j.biopsych.2014.11.023
- Esteller, R., Echauz, J., Tcheng, T., Litt, B., & Pless, B. (2001). Line length: an efficient feature for seizure onset detection. 2001 Conference Proceedings of the 23rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2, 1707–1710. Retrieved from http://doi.org/10.1109/IEMBS.2001.1020545
- Garnaat, S.L., Greenberg, B.D., Sibrava, N.J., Goodman, W.K., Mancebo, M.C., Eisen, J.L., & Rasmussen, S.A. (2014). Who qualifies for deep brain stimulation for OCD? Data from a naturalistic clinical sample. The Journal of Neuropsychiatry and Clinical Neurosciences, 26, 81–86. Retrieved from http://doi.org/10.1176/appi.neuropsych.12090226
- Gmel, G.E., Hamilton, T.J., Obradovic, M., Gorman, R.B., Single, P.S., Chenery, H.J., … A., J.O., M. (2015). A new biomarker for subthalamic deep brain stimulation for patients with advanced parkinson’s disease: A pilot study. Journal of Neural Engineering, 12, 066013. Retrieved from http://doi.org/10.1088/1741-2560/12/6/066013
- Gotman, J. (1982). Automatic recognition of epileptic seizures in the EEG. Electroencephalography and Clinical Neurophysiology, 54, 530–540. Retrieved from http://doi.org/10.1016/0013-4694(82)90038-4https://doi.org/10.1016/0013-4694(82)90038-4
- Greenberg, B.D., Gabriels, L.A., Malone, D.A., Rezai, A.R., Friehs, G.M., Okun, M.S., … Nuttin, B.J. (2010). Deep brain stimulation of the ventral internal capsule/ventral striatum for obsessive-compulsive disorder: worldwide experience. Molecular Psychiatry, 15, 64–79. Retrieved from http://doi.org/10.1038/mp.2008.55
- Grosenick, L., Marshel, J.H., & Deisseroth, K. (2015). Closed-loop and activity-guided optogenetic control. Neuron, 86, 106–139. Retrieved from http://doi.org/10.1016/j.neuron.2015.03.034
- Haq, I.U., Foote, K.D., Goodman, W.G., Wu, S.S., Sudhyadhom, A., Ricciuti, N., … Okun, M.S. (2011). Smile and laughter induction and intraoperative predictors of response to deep brain stimulation for obsessive-compulsive disorder. NeuroImage, 54(Suppl. 1), S247–S255. Retrieved from http://doi.org/10.1016/j.neuroimage.2010.03.009
- Haq, I.U., Foote, K.D., Goodman, W.K., Ricciuti, N., Ward, H., Sudhyadhom, A., … Okun, M.S. (2010). A case of mania following deep brain stimulation for obsessive compulsive disorder. Stereotactic and Functional Neurosurgery, 88, 322–328. Retrieved from http://doi.org/10.1159/000319960
- Heck, C.N., King-Stephens, D., Massey, A.D., Nair, D.R., Jobst, B.C., Barkley, G.L., … Morrell, M.J. (2014). Two-year seizure reduction in adults with medically intractable partial onset epilepsy treated with responsive neurostimulation: final results of the RNS System Pivotal trial. Epilepsia, 55, 432–441. Retrieved from http://doi.org/10.1111/epi.12534
- Herron, J., Denison, T., & Chizeck, H.J. (2015). Closed-loop DBS with movement intention. In 2015 7th International IEEE/EMBS Conference on Neural Engineering (NER) (pp. 844–847). IEEE. Retrieved from http://doi.org/10.1109/NER.2015.7146755
- Houston, B., Blumenfeld, Z., Quinn, E., Brontë-Stewart, H., & Chizeck, H. (2015). Long-term detection of parkinsonian tremor activity from subthalamic nucleus local field potentials. In 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) (pp. 3427–3431). IEEE. Retrieved from http://doi.org/10.1109/EMBC.2015.7319129
- Huang, H., Delikanli, S., Zeng, H., Ferkey, D.M., & Pralle, A. (2010). Remote control of ion channels and neurons through magnetic-field heating of nanoparticles. Nature Nanotechnology, 5, 602–606. Retrieved from http://doi.org/10.1038/nnano.2010.12510.1038/nnano.2010.125
- Insel, T.R., & Wang, P.S. (2010). Rethinking mental illness. Journal of the American Medical Association, 303, 1970–1971. Retrieved from http://doi.org/10.1001/jama.2010.555
- Jenkins, O.C., & Matarić, M.J. (2004). A spatio-temporal extension to Isomap nonlinear dimension reduction. Proceedings of the 21st International Conference on Machine Learning, 56. Retrieved from http://doi.org/10.1073/pnas.0705546104
- Jones, L.M., Fontanini, A., Sadacca, B.F., Miller, P., & Katz, D.B. (2007). Natural stimuli evoke dynamic sequences of states in sensory cortical ensembles. Proceedings of the National Academy of Sciences of the United States of America, 104, 18772–18777. Retrieved from http://doi.org/10.1073/pnas.0705546104
- Kennedy, S.H., Giacobbe, P., Rizvi, S.J., Placenza, F.M., Nishikawa, Y., Mayberg, H.S., & Lozano, A.M. (2011). Deep brain stimulation for treatment-resistant depression: follow-up after 3 to 6 years. The American Journal of Psychiatry, 168, 502–510. Retrieved from http://doi.org/10.1073/pnas.0705546104
- Khanna, P., Stanslaski, S., Xiao, Y., Ahrens, T., Bourget, D., Swann, N., … Denison, T. (2015). Enabling closed-loop neurostimulation research with downloadable firmware upgrades. In IEEE Biomedical Circuits and Systems Conference: Engineering for Healthy Minds and Able Bodies, BioCAS 2015-Proceedings (pp. 1–6). IEEE. Retrieved from http://doi.org/10.1109/BioCAS.2015.7348348
- Klein, E., Goering, S., Gagne, J., Shea, C.V., Franklin, R., Zorowitz, S., … Widge, A.S. (2016). Brain-computer interface-based control of closed-loop brain stimulation: attitudes and ethical considerations. Brain-Computer Interfaces, 3, 140–148. Retrieved from http://doi.org/10.1080/2326263X.2016.1207497
- Litt, B., Esteller, R., D’alessandro, M., Echuaz, J., Shor, R., Bowen, C., & Vachstevanos, G. (1999). Evolution of accumulated energy predicts seizures in mesial temporal lobe epilepsy. Proceedings of the First Joint BMES/EMBS Conference: Serving Humanity, Advancing Technology, 440. Retrieved from http://doi.org/10.1109/IEMBS.1999.802518
- Little, S., Pogosyan, A., Neal, S., Zavala, B., Zrinzo, L., Hariz, M., … Brown, P. (2013). Adaptive deep brain stimulation in advanced parkinson disease. Annals of Neurology, 74, 449–457. Retrieved from http://doi.org/10.1002/ana.23951
- Little, S., Pogosyan, A., Neal, S., Zrinzo, L., Hariz, M., Foltynie, T., … Brown, P. (2014). Controlling parkinson’s disease with adaptive deep brain stimulation. Journal of Visualized Experiments: JoVE, 1–5. Retrieved from http://doi.org/10.3791/51403
- Lozano, A.M., Giacobbe, P., Hamani, C., Rizvi, S.J., Kennedy, S.H., Kolivakis, T.T., … Mayberg, H.S. (2012). A multicenter pilot study of subcallosal cingulate area deep brain stimulation for treatment-resistant depression. Journal of Neurosurgery, 116, 315–322. Retrieved from http://doi.org/10.3171/2011.10.JNS102122
- Lozano, A.M., Mayberg, H.S., Giacobbe, P., Hamani, C., Craddock, R.C., & Kennedy, S.H. (2008). Subcallosal cingulate gyrus deep brain stimulation for treatment-resistant depression. Biological Psychiatry, 64, 461–467. Retrieved from http://doi.org/10.1016/j.biopsych.2008.05.034
- Luttinen, J., & Ilin, A. (2009). Variational gaussian-process factor analysis for modeling spatio-temporal data. In Neural Information Processing Systems 22 (NIPS) (pp. 1–9).
- Luyten, L., Hendrickx, S., Raymaekers, S., Gabriëls, L., & Nuttin, B. (2016). Electrical stimulation in the bed nucleus of the stria terminalis alleviates severe obsessive-compulsive disorder. Molecular Psychiatry, 21, 1272–1280. Retrieved from http://doi.org/10.1038/mp.2015.124
- Makris, N., Rathi, Y., Mouradian, P., Bonmassar, G., Papadimitriou, G., Ing, W.I., … Dougherty, D.D. (2015). Variability and anatomical specificity of the orbitofrontothalamic fibers of passage in the ventral capsule/ventral striatum (VC/VS): precision care for patient-specific tractography-guided targeting of deep brain stimulation (DBS) in obsessive compulsive. Brain Imaging and Behavior, 10, 1064–1067. Retrieved from http://doi.org/10.1007/s11682-015-9462-9
- Malekmohammadi, M., Herron, J., Velisar, A., Blumenfeld, Z., Trager, M.H., Chizeck, H.J., & Brontë-Stewart, H. (2016). Kinematic adaptive deep brain stimulation for resting tremor in parkinson’s disease. Movement Disorders, 31, 426–428. Retrieved from http://doi.org/10.1002/mds.26482
- Malone, D.A., Dougherty, D.D., Rezai, A.R., Carpenter, L.L., Friehs, G.M., Eskandar, E.N., … Greenberg, B.D. (2009). Deep Brain Stimulation of the Ventral Capsule/Ventral Striatum for Treatment-Resistant Depression. Biological Psychiatry, 65, 267–275. Retrieved from http://doi.org/10.1016/j.biopsych.2008.08.029
- Mayberg, H.S., Lozano, A.M., Voon, V., McNeely, H.E., Seminowicz, D., Hamani, C., … Kennedy, S.H. (2005). Deep brain stimulation for treatment-resistant depression. Neuron, 45, 651–660. Retrieved from http://doi.org/10.1016/j.neuron.2005.02.014
- Mayberg, H.S., McKenna, M.T., Michaud, C.M., Murray, C.J., Marks, J.S., Warden, D., … Eidelberg, D. (2009). Targeted electrode-based modulation of neural circuits for depression. Journal of Clinical Investigation, 119, 717–725. Retrieved from http://doi.org/10.1172/JCI38454
- McLoughlin, G., Makeig, S., & Tsuang, M.T. (2014). In search of biomarkers in psychiatry: EEG-based measures of brain function. American Journal of Medical Genetics, Part B: Neuropsychiatric Genetics, 165, 111–121. Retrieved from http://doi.org/10.1172/JCI38454
- McNeely, H.E., Mayberg, H.S., Lozano, A.M., & Kennedy, S.H. (2008). Neuropsychological impact of Cg25 deep brain stimulation for treatment-resistant depression. The Journal of Nervous and Mental Disease, 196, 405–410. Retrieved from http://doi.org/10.1097/NMD.0b013e3181710927
- Milad, M.R., Pitman, R.K., Ellis, C.B., Gold, A.L., Shin, L.M., Lasko, N.B., … Rauch, S.L. (2009). Neurobiological basis of failure to recall extinction memory in posttraumatic stress disorder. Biological Psychiatry, 66, 1075–1082. Retrieved from http://doi.org/10.1016/j.biopsych.2009.06.026
- Moran, M.M., Xu, H., & Clapham, D.E. (2004). TRP ion channels in the nervous system. Current Opinion in Neurobiology, 14, 362–369. Retrieved from http://doi.org/10.1016/j.conb.2004.05.003
- Morishita, T., Fayad, S.M., Higuchi, M., Nestor, K.A., & Foote, K.D. (2014). Deep brain stimulation for treatment-resistant depression: dystematic review of clinical outcomes. Neurotherapeutics: The Journal of the American Society for Experimental NeuroTherapeutics, 11, 475–484. Retrieved from http://doi.org/10.1007/s13311-014-0282-1
- Morrell, M.J. (2011). Responsive cortical stimulation for the treatment of medically intractable partial epilepsy. Neurology, 77, 1295–1304. Retrieved from http://doi.org/10.1212/WNL.0b013e3182302056
- Morrell, M.J., & Halpern, C. (2016). Responsive direct brain stimulation for epilepsy. Neurosurgery Clinics of North America, 27, 111–121. Retrieved from http://doi.org/10.1016/j.nec.2015.08.012
- Morrell, M.J., Halpern, C., Heck, C.N., King-Stephens, D., Massey, A.D., Nair, D.R., … Morrell, M.J. (2014). Responsive direct brain stimulation for epilepsy. Neurosurgery Clinics of North America, 55, 111–121. Retrieved from http://doi.org/10.1111/epi.12534
- Nuttin, B., Cosyns, P., Demeulemeester, H., Gybels, J., & Meyerson, B. (1999). Electrical stimulation in anterior limbs of internal capsules in patients with obsessive-compulsive disorder. The Lancet, 354, 1526. Retrieved from http://doi.org/10.1016/S0140-6736(99)02376-4
- Okun, M.S., Foote, K.D., Wu, S.S., Ward, H.E., Bowers, D., Rodriguez, R.L., … Sanchez, J.C. (2013). A trial of scheduled deep brain stimulation for Tourette syndrome: moving away from continuous deep brain stimulation paradigms. JAMA Neurology, 70, 85. Retrieved from http://doi.org/10.1001/jamaneurol.2013.580
- Okun, M.S., Mann, G., Foote, K.D., Shapira, N.A., Bowers, D., Springer, U., … Goodman, W.K. (2007). Deep brain stimulation in the internal capsule and nucleus accumbens region: responses observed during active and sham programming. Journal of Neurology, Neurosurgery, and Psychiatry, 78, 310–314. Retrieved from http://doi.org/10.1136/jnnp.2006.095315
- Paninski, L., Ahmadian, Y., Ferreira, D.G., Koyama, S., Rahnama Rad, K., Vidne, M., … Wu, W. (2009). A new look at state-space models for neural data. Journal of Computational Neuroscience, 29, 107–126. Retrieved from http://doi.org/10.1007/s10827-009-0179-x
- Pfau, D., Pnevmatikakis, E.A., & Paninski, L. (2013). Robust learning of low-dimensional dynamics from large neural ensembles. Advances in Neural Information Processing Systems, 26, 2391–2399. Retrieved from http://papers.nips.cc/paper/4995-robust-learning-of-low-dimensional-dynamics-from-large-neural-ensembles
- Ponce-Alvarez, A., Nacher, V., Luna, R., Riehle, A., & Romo, R. (2012). Dynamics of cortical neuronal ensembles transit from decision making to storage for later report. J Neurosci, 32, 11956–11969. Retrieved from https://doi.org/10.1523/JNEUROSCI.6176-11.2012
- Quinn, E.J., Blumenfeld, Z., Velisar, A., Koop, M.M., Shreve, L.A., Trager, M.H., … Brontë-Stewart, H. (2015). Beta oscillations in freely moving Parkinson’s subjects are attenuated during deep brain stimulation. Movement Disorders, 30, 1750–1758. Retrieved from http://doi.org/10.1002/mds.26376
- RDoC Matrix. (2009). Retrieved September 11, 2016, from http://www.nimh.nih.gov/research-priorities/rdoc/constructs/rdoc-matrix.shtml
- Regier, D.A., Narrow, W.E., Clarke, D.E., Kraemer, H.C., Kuramoto, S.J., Kuhl, E.A., & Kupfer, D.J. (2013). DSM-5 field trials in the United States and Canada, part II: Test-retest reliability of selected categorical diagnoses. American Journal of Psychiatry, 170, 59–70. Retrieved from http://doi.org/10.1176/appi.ajp.2012.12070999
- Riva-Posse, P., Choi, K.S., Holtzheimer, P.E., McIntyre, C.C., Gross, R.E., Chaturvedi, A., … Mayberg, H.S. (2014). Defining critical white matter pathways mediating successful subcallosal cingulate deep brain stimulation for treatment-resistant depression. Biological Psychiatry, 76, 963–969. Retrieved from http://doi.org/10.1016/j.biopsych.2014.03.029
- Rive, M.M., Van Rooijen, G., Veltman, D.J., Phillips, M.L., Schene, A.H., & Ruhé, H.G. (2013). Neural correlates of dysfunctional emotion regulation in major depressive disorder. A systematic review of neuroimaging studies. Neuroscience and Biobehavioral Reviews, 37, 2529–2553. Retrieved from http://doi.org/10.1016/j.neubiorev.2013.07.018
- Rosin, B., Slovik, M., Mitelman, R., Rivlin-Etzion, M., Haber, S.N., Israel, Z., … Bergman, H. (2011). Closed-loop deep brain stimulation is superior in ameliorating Parkinsonism. Neuron, 72, 370–384. Retrieved from http://doi.org/10.1016/j.neuron.2011.08.023
- Rougemont-Bücking, A., Linnman, C., Zeffiro, T.A., Zeidan, M.A., Lebron-Milad, K., Rodriguez-Romaguera, J., … Milad, M.R. (2011). Altered processing of contextual information during fear extinction in PTSD: An fMRI study. CNS Neuroscience and Therapeutics, 17, 227–236. Retrieved from http://doi.org/10.1111/j.1755-5949.2010.00152.x
- Ryapolova-Webb, E., Afshar, P., Stanslaski, S., Denison, T., Hemptinne, C., de, Bankiewicz, K., & … Tarr, P.A. (2014). Chronic cortical and electromyographic recordings from a fully implantable device: preclinical experience in a nonhuman primate. Journal of Neural Engineering, 11, 016009. Retrieved from http://doi.org/10.1088/1741-2560/11/1/016009
- Saha, D., Leong, K., Li, C., Peterson, S., Siegel, G., & Raman, B. (2013). A spatiotemporal coding mechanism for background-invariant odor recognition. Nature Neuroscience, 16, 1830–1839. Retrieved from http://doi.org/10.1038/nn.357010.1038/nn.3570
- Schade, C.M., Schultz, D.M., Tamayo, N., Iyer, S., & Panken, E. (2011). Automatic adaptation of neurostimulation therapy in response to changes in patient position: results of the posture responsive spinal cord stimulation (PRS) research study. Pain Physician, 14, 407–417. Retrieved from http://www.ncbi.nlm.nih.gov/pubmed/21927044
- Schultz, D.M., Webster, L., Kosek, P., Dar, U., Tan, Y., & Sun, M. (2012). Sensor-driven position-adaptive spinal cord stimulation for chronic pain. Pain Physician, 15, 1–12. Retrieved from http://www.ncbi.nlm.nih.gov/pubmed/22270733
- Seidemann, E., Meilijson, I., Abeles, M., Bergman, H., & Vaadia, E. (1996). Simultaneously recorded single units in the frontal cortex go through sequences of discrete and stable states in monkeys performing a delayed localization task. The Journal of Neuroscience: The Official Journal of the Society for Neuroscience, 16, 752–768. Retrieved from http://www.ncbi.nlm.nih.gov/pubmed/8551358
- Seo, D., Carmena, J.M., Rabaey, J.M., Alon, E., & Maharbiz, M.M. (2013). Neural dust: an ultrasonic, low powers solution for chronic brain-machine interfaces. arXiv preprint.b. Retrieved from http://arxiv.org/abs/1307.2196
- Seo, D., Carmena, J.M., Rabaey, J.M., Maharbiz, M.M., & Alon, E. (2015). Model validation of untethered, ultrasonic neural dust motes for cortical recording. Journal of Neuroscience Methods, 244, 114–122. Retrieved from http://doi.org/10.1016/j.jneumeth.2014.07.025
- Smith, A.C., & Brown, E.N. (2003). Estimating a State-Space Model from Point Process Observations. Neural Comput, 15, 965–991. Retrieved from http://doi.org/10.1162/089976603765202622
- Stanslaski, S., Afshar, P., Cong, P., Giftakis, J., Stypulkowski, P., Carlson, D., … Denison, T. (2012). Design and validation of a fully implantable, chronic, closed-loop neuromodulation device with concurrent sensing and stimulation. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 20, 410–421. Retrieved from http://doi.org/10.1109/TNSRE.2012.2183617
- Stanslaski, S., Cong, P., Carlson, D., Santa, W., Jensen, R., Molnar, G., … Denison, T. (2009). An implantable bi-directional brain-machine interface system for chronic neuroprosthesis research. In Proceedings of the 31st Annual International Conference of the IEEE Engineering in Medicine and Biology Society: Engineering the Future of Biomedicine, EMBC 2009 (pp. 5494–5497). Retrieved from http://doi.org/10.1109/IEMBS.2009.5334562
- Steinberg, E.E., Christoffel, D.J., Deisseroth, K., & Malenka, R.C. (2015). Illuminating circuitry relevant to psychiatric disorders with optogenetics. Current Opinion in Neurobiology, 30, 9–16. Retrieved from http://doi.org/10.1016/j.conb.2014.08.004
- Stypulkowski, P.H., Stanslaski, S.R., Denison, T.J., & Giftakis, J.E. (2013). Chronic evaluation of a clinical system for deep brain stimulation and recording of neural network activity. Stereotactic and Functional Neurosurgery, 91, 220–232. Retrieved from http://doi.org/10.1159/00034549310.1159/000345493
- Sun, F.T., & Morrell, M.J. (2014). Closed-loop neurostimulation: the clinical experience. Neurotherapeutics: The Journal of the American Society for Experimental NeuroTherapeutics, 11, 553–563. Retrieved from http://doi.org/10.1007/s13311-014-0280-310.1007/s13311-014-0280-3
- Sun, F.T., Morrell, M.J., & Wharen, R.E. (2008). Responsive cortical stimulation for the treatment of epilepsy. Neurotherapeutics: The Journal of the American Society for Experimental NeuroTherapeutics, 5, 68–74. Retrieved from http://doi.org/10.1016/j.nurt.2007.10.069
- Swann, N.C., de Hemptinne, C., Miocinovic, S., Qasim, S., Wang, S.S., Ziman, N., … Starr, P.A. (2016). Gamma oscillations in the hyperkinetic state detected with chronic human brain recordings in parkinson’s disease. Journal of Neuroscience, 36, 6445–6458. Retrieved from http://doi.org/10.1523/JNEUROSCI.1128-16.2016
- Tenenbaum, J.B., de Silva, V., & Langford, J.C. (2000). A global geometric framework for nonlinear dimensionality reduction. Science (New York, N.Y.), 290, 2319–2323. Retrieved from http://doi.org/10.1126/science.290.5500.2319
- Wang, N., Olson, J.D., Ojemann, J.G., Rao, R.P.N., & Brunton, B.W. (2015). Unsupervised decoding of long-term, naturalistic human neural recordings with automated video and audio annotations. Frontiers in Human Neuroscience, 10, 1–13. Retrieved from https://doi.org/10.3389/fnhum.2016.00165
- Wheeler, J.J., Baldwin, K., Kindle, A., Guyon, D., Nugent, B., Segura, C., … Eskandar, E.N. (2015). An implantable 64-channel neural interface with reconfigurable recording and stimulation. In Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS (Vol. 2015, pp. 7837–7840). Retrieved from http://doi.org/10.1109/EMBC.2015.7320208
- Widge, A.S., Arulpragasam, A.R., Deckersbach, T., & Dougherty, D.D. (2015). Deep brain stimulation for psychiatric disorders. In emerging trends in the social and behavioral sciences (pp. 1–17). John Wiley & Sons, Inc.
- Widge, A.S., Avery, D.H., & Zarkowski, P. (2013). Baseline and treatment-emergent EEG biomarkers of antidepressant medication response do not predict response to repetitive transcranial magnetic stimulation. Brain Stimulation, 6, 929–931. Retrieved from http://doi.org/10.1016/j.brs.2013.05.001
- Widge, A.S., Deckersbach, T., Eskandar, E.N., Dougherty, D.D., Nuttin, B., Cosyns, P., … Dougherty, D.D. (2016). Deep brain stimulation for treatment-resistant psychiatric illnesses: What has gone wrong and what should we do next? Biological Psychiatry, 79, e9–e10. Retrieved from http://doi.org/10.1016/j.biopsych.2015.06.005
- Widge, A.S., & Dougherty, D.D. (2015a). Deep brain stimulation for treatment-refractory mood and obsessive-compulsive disorders. Current Behavioral Neuroscience Reports, 2, 187–197. Retrieved from http://doi.org/10.1007/s40473-015-0049-y
- Widge, A.S., & Dougherty, D.D. (2015b). Managing patients with psychiatric disorders with deep brain stimulation. In W.J. Marks Jr. (Ed.), Deep Brain Stimulation Management (2nd ed.). Cambridge, New York: Cambridge University Press.
- Widge, A.S., Dougherty, D.D., & Moritz, C.T. (2014). Affective brain-computer interfaces as enabling technology for responsive psychiatric stimulation. Brain Computer Interfaces (Abingdon, England), 1, 126–136. Retrieved from http://doi.org/10.1080/2326263X.2014.912885
- Widge, A.S., Ellard, K.K., Paulk, A.C., Basu, I., Yousefi, A., Zorowitz, S., … Eskandar, E.N. (2016). Treating refractory mental illness with closed-loop brain stimulation: Progress towards a patient-specific transdiagnostic approach. Experimental Neurology, 287, 361–472. Retrieved from http://doi.org/10.1016/j.expneurol.2016.07.021
- Widge, A.S., Licon, E., Zorowitz, S., Corse, A., Arulpragasam, A.R., Camprodon, J.A., … Dougherty, D.D. (2016). Predictors of hypomania during ventral capsule/ventral striatum deep brain stimulation. The Journal of Neuropsychiatry and Clinical Neurosciences, 28, 38–44. Retrieved from http://doi.org/10.1176/appi.neuropsych.15040089
- Widge, A.S., & Moritz, C.T. (2014). Pre-frontal control of closed-loop limbic neurostimulation by rodents using a brain-computer interface. Journal of Neural Engineering, 11, 024001. Retrieved from http://doi.org/10.1088/1741-2560/11/2/024001
- Widge, A.S., Zorowitz, S., Link, K., Miller, E.K., Deckersbach, T., Eskandar, E.N., … Postle, B.R. (2015). Ventral capsule/ventral striatum deep brain stimulation does not consistently diminish occipital cross-frequency coupling. Biological Psychiatry, 80, e59–e60. Retrieved from http://doi.org/10.1016/j.biopsych.2015.10.029
- Yousefi, A., Paulk, A.C., Deckersbach, T., Dougherty, D.D., Eskandar, E.N., Widge, A.S., Eden, U.T. (2015). Cognitive state prediction using an EM algorithm applied to Gamma distributed data. Conference Proceedings: … Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference, 7819–7824. Retrieved from http://doi.org/10.1109/EMBC.2015.7320205
- Yu, B.M., Cunningham, J.P., Santhanam, G., Ryu, S.I., Shenoy, K.V., & Sahani, M. (2009). Gaussian-process factor analysis for low-dimensional single-trial analysis of neural population activity. Journal of Neurophysiology, 102, 614–635. Retrieved from http://doi.org/10.1152/jn.90941.2008
- Yuxiao Yang, Y., & Shanechi, M.M. (2015). A framework for identification of brain network dynamics using a novel binary noise modulated electrical stimulation pattern. In 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) (pp. 2087–2090). IEEE. Retrieved from http://doi.org/10.1109/EMBC.2015.7318799