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Edward Boyden

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Edward Boyden
Boyden at the MIT McGovern Institute
Born (1979-08-18) August 18, 1979 (age 45)
Alma mater
AwardsPerl-UNC Prize (2011)
IET A F Harvey Prize (2011)
The Brain Prize (2013)
Breakthrough Prize in Life Sciences (2016)
Gairdner Foundation International Award (2018)
Rumford Prize (2019)
National Academy of Sciences (2019)
Warren Alpert Foundation Prize (2019)
Wilhelm Exner Medal (2020)
Scientific career
Institutions
ThesisTask-specific neural mechanisms of memory encoding (2005)
Doctoral advisor
Notable students

Edward S. Boyden is an American neuroscientist and entrepreneur at MIT. He is the Y. Eva Tan Professor in Neurotechnology, and a full member of the McGovern Institute for Brain Research.[1] He is recognized for his work on optogenetics and expansion microscopy. Boyden joined the MIT faculty in 2007, and continues to develop new optogenetic tools as well as other technologies for the manipulation and analysis of brain structure and activity.[2] He received the 2015 Breakthrough Prize in Life Sciences.[3]

Early life and education

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Boyden was born in Plano, Texas. His mother has a masters in biochemistry and conducted nicotine research, staying home to tend to Boyden and his sister. His father was a management consultant. In childhood wanted to understand humanity, at first preferring math over science. He eventually pivoted to being interested in how our minds are capable of understanding math. As a young teenager, his thoughts resulted in what he now calls the "loop of understanding": Math is how we understand things at a deep level, our minds do math, the brain gives rise to our minds, biology governs our brains, chemistry implements biology, the principles of physics rule over chemistry, and physics run on math. It’s a loop from math to math, with all the knowledge in between.[4]

Boyden won a statewide science fair in Texas at age 12 with a project in geometry.[4]

At 14, Boyden attended the Texas Academy of Mathematics and Science at the University of North Texas where he studied chemistry and mathematics alongside his high school coursework. There, he worked in Paul Braterman's lab examining the origins of life chemistry.[5]

Boyden began his studies at MIT in 1995 at 16, skipping two grades.[4] He earned a M.Eng. in electrical engineering and computer science in addition to two B.S. in electrical engineering and computer science and physics, graduating at age 19. Boyden worked in Neil Gershenfeld's group in quantum computing.

In 1999, Boyden began a PhD in neurosciences at Stanford University under the supervision of Jennifer Raymond and Richard Tsien. He completed it in 2005.[5]

Career

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Following his PhD, Boyden worked as a Helen Hay Whitney postdoctoral fellow in the departments of bioengineering, applied physics, and biology at Stanford University for a year. There, he worked with Mark Schnitzer and Karl Deisseroth to invent optical methods in neuroscience research.[5] In 2006, he moved to MIT to work as a visiting scientist in the MIT Media Lab, leading the Neuroengineering and Neuromedia Group.[5]

In 2007, Boyden established the Synthetic Neurobiology Group at MIT and also began working as an assistant professor in the MIT Media Lab and MIT Department of Biological Engineering. The next year, he became an assistant professor in the MIT Department of Brain and Cognitive Sciences.[5]

Boyden became an investigator at the MIT McGovern Institute in 2010.[5] In 2013, he established the MIT Center for Neurobiological Engineering, which he now co-directs alongside Alan Jasanoff.[6] He became an extramural member of the MIT Koch Institute for Integrative Cancer Research in 2017 before he was appointed the Y. Eva Tan Professor in Neurotechnology at MIT a year later.[5] 7 years after arriving at MIT, Boyden was awarded tenure as a full time professor.[7]

In 2020, Boyden became an investigator at the Howard Hughes Medical Institute. The following year, he began co-directing the K. Lisa Yang Center for Bionics at MIT.[5]

Research

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Boyden's research encompasses optogenetics, expansion microscopy, deep brain stimulation, multiplexed imaging, machine learning, and more.

Optogenetics

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In optogenetics, a light-sensitive ion channel or pump such as channelrhodopsin-2 is genetically expressed in neurons, allowing neuronal activity to be controlled by light. There were early efforts to achieve targeted optical control dating back to 2002 that did not involve a directly light-activated ion channel,[8] but it was the method based on directly light-activated channels from microbes, such as channelrhodopsin, emerging in 2005 that turned out to be broadly useful. Optogenetics in this way has been widely adopted by neuroscientists as a research tool, and it is also thought to have potential therapeutic applications.[9]

Boyden reported in 2007 that targeting the codon-optimized light-driven halorhodopsin chloride pump (Halo) from Natronomas pharaonis allowed for optogenetic silencing with yellow light.[10] Later in 2010, he reported that archaerhodopsin-3 (Arch) from Halorubrum sodomense facilitated near-complete silencing of neurons using yellow light. Arch is also capable of spontaneously recovering from inactivation unlike Halo, which goes into lengthy inactive states. Its high performance enabled many new neuroscientific investigations using brain engineering.[11]

In 2014, Boyden reported how the channelrhodopsin Chronos could respond extremely fast to light, and how the channelrhodopsin Chrimson responded to red light. Chronos's kinetics is quicker than previous channelrhodopsins but is more sensitive to light. This discovery enabled two-color activation of neurons without significant cross-talk.[12] This led to the first optogenetics in people in 2021, where a blind patient was injected with an adeno-associated viral vector encoding ChrimsonR coupled with goggle-enabled light stimulation. The patient successfully perceived, located, counted, and touched objects using the vector-treated eye with the goggles. This case reports the greatest partial functional recovery to date, for such forms of blindness.[13]

The cruxhalorhodopsin (Jaws) from Haloarcula salinarum was engineered to induce inhibition in response to red light in 2014.[14] In 2017, Boyden designed a high-efficacy soma-targeted opsin through combining the N-terminal 150 residues of kainate receptor subunit 2 (KA2) to the high-photocurrent channelrhodopsin CoChR. This restricts its expression to neural somas, responding to holographic stimulation with temporal precision.[15]

Expansion Microscopy (ExM)

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Expansion microscopy (ExM) was developed as an alternative to the light microscope, which is limited in resolution. In 2015, Boyden was able to expand a specimen by synthesizing a swellable polymer network within it. By attaching specific label on the network, its swelling allows for the isotropic separation and optical resolution. This allows for superresolution microscopy using diffraction-limited microscopes.[16] ExM has been optimized for proteins,[17] nucleic acids,[18] clinical tissues,[19] decrowding,[20] in situ sequencing,[21] and has developed a larger expansion factor.[22] In 2018, Boyden developed a method of shrinking 3D printed materials to achieve nanoscale feature sizes. By using hydrogel scaffolds, Implosion Fabrication (ImpFab) creates conductive 3D silver nanostructures with complex geometries and resolutions in the tens of nanometers.[23]

Deep Brain Stimulation

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In 2017, Boyden reported a noninvasive method of deep electrical stimulation of neurons. By delivering electric fields at frequencies higher than that able to recruit neural firing but within its dynamic range, neurons within a region enveloped by the electric field can be modulated. This temporal interference (TI) successfully altered motor patterns in living mice.[24] TI was validated in humans in 2023 where it modulated hippocampal activity and increased the accuracy of episodic memories in healthy subjects.[25]

Multiplexed Imaging

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Multiplexed imaging is the simultaneous measurement of the dynamics of many signals within a signal transduction network. In 2020, Boyden fused a fluorescent reporter to a pair of a self-assembling peptides to create signaling reporter islands (SiRIs), which can be modularly designed. SiRIs can thus be adapted for simultaneous measurement of multiple signals in a network within single cells distant enough to be resolved under a microscope but close enough to spatially sample the biology (spatial multiplexing).[26] Temporally multiplexed imaging (TMI), reported in 2023, uses genetically encoded fluorescent proteins with temporal properties to represent different signals. This is used to examine relationships between kinase activities within single cells in addition to cell-cycle activities.[27] In 2018, Boyden reported a novel method of engineering complex proteins toward multidimensional specification through robotically picking identified cells as expressing proteins simultaneously exhibiting several properties. This enables the screening of hundreds of thousands of proteins in a few hours while evaluating each for multiple performance properties.[28] The robot was applied to develop a fluorescent voltage indicator, Archon. Voltage imaging, using Archon as well as indicators made by other groups, was applied in areas of the mouse brain in 2019[29] and later across the entire brains of larval zebrafish in 2023.[30]

Entrepreneurship

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Boyden has nearly 300 patented inventions, including a steerable surgical stapler, methods and apparatus for neuromodulation, expansion microscopy, and light-activated proton pumps.[31]

Boyden is the co-founder of Elemind,[32] a neurotechnology company that augments sleep, attention, and the human experience.[33] Elemind launched its neurotech headband that employs brainwaves to treat sleep disorders, long-term pain, and tremors on June 4, 2024.[34]

He also co-founded Cognito Therapeutics, a company developing therapeutics designed to improve the lives of patients living with neurodegenerative disease. Specifically, Boyden aims utilize findings about sensory stimulation evoking gamma activity in Alzheimer's disease to slow its progression.[35]

Boyden co-founded Expansion Technologies, aiming to enable the early disease detection by utilizing their novel super-resolution imaging method that physically expands samples,[36] as well as Synlife, which innovates therapeutic platforms through bottom-up engineering of synthetic cells with a focus on the encapsulation of enzyme pathways.[37]

Boyden is the scientific advisor of E11 Bio, a nonprofit project focused on neurotechnology development with a focus on brain circuit mapping.[38]

He is the head of advisory board at Inner Cosmos whose mission is to heal depression with their Digital Pill, a penny-sized implant rebalancing brain networks with microstimulations.[39]

Personal life

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At Stanford, Boyden met Xue Han, now a neuroscientist at Boston University. They are raising two children together.[4]

Awards

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In 2008 Boyden was named by Discover Magazine as one of the top 20 scientists under 40.[40] In 2006, he was named to the MIT Technology Review TR35 as one of the top 35 innovators in the world under the age of 35.[41] In 2013 he shared the Jacob Heskel Gabbay Award for Biotechnology and Medicine with Karl Deisseroth and Gero Miesenböck.[42]

On November 29, 2015, Edward Boyden was one of five scientists honored with the Breakthrough Prize in Life Sciences, awarded for “transformative advances toward understanding living systems and extending human life.”[3][43]

He has received the 2015 BBVA Foundation Frontiers of Knowledge Award in Biomedicine, jointly with Karl Deisseroth and Gero Miesenböck, for the development of optogenetics, the most unique technique for studying the brain today.[44] In 2018, Boyden won the Canada Gairdner Foundation International Award, jointly with Karl Deisseroth and Peter Hegemann. In 2019, he was awarded the Rumford Prize for "extraordinary contributions related to the invention and refinement of optogenetics," with Ernst Bamberg, Karl Deisseroth, Peter Hegemann, Gero Miesenböck, and Georg Nagel.[45] In the same year, he, Deisseroth, Hegemann, and Miesenböck won the Warren Alpert Foundation Prize.[46]

He was elected to the National Academy of Sciences in 2019.[47] In 2020, Boyden was awarded with the Wilhelm Exner Medal, for his work on expansion microscopy.[48]

Below are more major awards and honors.

References

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  1. ^ "Ed Boyden". MIT McGovern Institute. Retrieved 2024-05-09.
  2. ^ "Synthetic Neurobiology Group: Ed Boyden, Principal Investigator". Syntheticneurobiology.org. Retrieved 2016-03-01.
  3. ^ a b "Breakthrough Prize". Breakthrough Prize. Retrieved 2016-03-01.
  4. ^ a b c d Landau, Elizabeth (2013-03-31). "Top brain scientist is 'philosopher at heart'". CNN. Retrieved 2024-06-09.
  5. ^ a b c d e f g h "Ed Boyden CV" (PDF). Edboyden.org. Retrieved 2016-03-01.
  6. ^ "MIT launches the Center for Neurobiological Engineering | Brain and Cognitive Sciences". bcs.mit.edu. Retrieved 2024-06-09.
  7. ^ "Edward Boyden named inaugural Y. Eva Tan Professor in Neurotechnology". MIT News | Massachusetts Institute of Technology. 2018-03-05. Retrieved 2024-06-09.
  8. ^ Zemelman; Lee GA; Ng M; Miesenböck G. (2002). "Selective photostimulation of genetically chARGed neurons". Neuron. 33 (1): 15–22. doi:10.1016/S0896-6273(01)00574-8. PMID 11779476.
  9. ^ "Rewiring the Brain: Inside the New Science of Neuroengineering". Wired. March 2, 2009.
  10. ^ Han, Xue; Boyden, Edward S. (2007-03-21). "Multiple-Color Optical Activation, Silencing, and Desynchronization of Neural Activity, with Single-Spike Temporal Resolution". PLOS ONE. 2 (3): e299. Bibcode:2007PLoSO...2..299H. doi:10.1371/journal.pone.0000299. ISSN 1932-6203. PMC 1808431. PMID 17375185.
  11. ^ Chow, Brian Y.; Han, Xue; Dobry, Allison S.; Qian, Xiaofeng; Chuong, Amy S.; Li, Mingjie; Henninger, Michael A.; Belfort, Gabriel M.; Lin, Yingxi; Monahan, Patrick E.; Boyden, Edward S. (January 2010). "High-performance genetically targetable optical neural silencing by light-driven proton pumps". Nature. 463 (7277): 98–102. Bibcode:2010Natur.463...98C. doi:10.1038/nature08652. ISSN 1476-4687. PMC 2939492. PMID 20054397.
  12. ^ Klapoetke, Nathan C.; Murata, Yasunobu; Kim, Sung Soo; Pulver, Stefan R.; Birdsey-Benson, Amanda; Cho, Yong Ku; Morimoto, Tania K.; Chuong, Amy S.; Carpenter, Eric J.; Tian, Zhijian; Wang, Jun; Xie, Yinlong; Yan, Zhixiang; Zhang, Yong; Chow, Brian Y. (March 2014). "Independent optical excitation of distinct neural populations". Nature Methods. 11 (3): 338–346. doi:10.1038/nmeth.2836. ISSN 1548-7105. PMC 3943671. PMID 24509633.
  13. ^ Sahel, José-Alain; Boulanger-Scemama, Elise; Pagot, Chloé; Arleo, Angelo; Galluppi, Francesco; Martel, Joseph N.; Esposti, Simona Degli; Delaux, Alexandre; de Saint Aubert, Jean-Baptiste; de Montleau, Caroline; Gutman, Emmanuel; Audo, Isabelle; Duebel, Jens; Picaud, Serge; Dalkara, Deniz (July 2021). "Partial recovery of visual function in a blind patient after optogenetic therapy". Nature Medicine. 27 (7): 1223–1229. doi:10.1038/s41591-021-01351-4. ISSN 1546-170X. PMID 34031601.
  14. ^ Chuong, Amy S.; Miri, Mitra L.; Busskamp, Volker; Matthews, Gillian A. C.; Acker, Leah C.; Sørensen, Andreas T.; Young, Andrew; Klapoetke, Nathan C.; Henninger, Mike A.; Kodandaramaiah, Suhasa B.; Ogawa, Masaaki; Ramanlal, Shreshtha B.; Bandler, Rachel C.; Allen, Brian D.; Forest, Craig R. (August 2014). "Noninvasive optical inhibition with a red-shifted microbial rhodopsin". Nature Neuroscience. 17 (8): 1123–1129. doi:10.1038/nn.3752. ISSN 1546-1726. PMC 4184214. PMID 24997763.
  15. ^ Shemesh, Or A.; Tanese, Dimitrii; Zampini, Valeria; Linghu, Changyang; Piatkevich, Kiryl; Ronzitti, Emiliano; Papagiakoumou, Eirini; Boyden, Edward S.; Emiliani, Valentina (December 2017). "Temporally precise single-cell-resolution optogenetics". Nature Neuroscience. 20 (12): 1796–1806. doi:10.1038/s41593-017-0018-8. ISSN 1546-1726. PMC 5726564. PMID 29184208.
  16. ^ Chen, Fei; Tillberg, Paul W.; Boyden, Edward S. (2015-01-30). "Expansion microscopy". Science. 347 (6221): 543–548. Bibcode:2015Sci...347..543C. doi:10.1126/science.1260088. ISSN 0036-8075. PMC 4312537. PMID 25592419.
  17. ^ Tillberg, Paul W.; Chen, Fei; Piatkevich, Kiryl D.; Zhao, Yongxin; Yu, Chih-Chieh (Jay); English, Brian P.; Gao, Linyi; Martorell, Anthony; Suk, Ho-Jun; Yoshida, Fumiaki; DeGennaro, Ellen M.; Roossien, Douglas H.; Gong, Guanyu; Seneviratne, Uthpala; Tannenbaum, Steven R. (September 2016). "Protein-retention expansion microscopy of cells and tissues labeled using standard fluorescent proteins and antibodies". Nature Biotechnology. 34 (9): 987–992. doi:10.1038/nbt.3625. ISSN 1546-1696. PMC 5068827. PMID 27376584.
  18. ^ Chen, Fei; Wassie, Asmamaw T.; Cote, Allison J.; Sinha, Anubhav; Alon, Shahar; Asano, Shoh; Daugharthy, Evan R.; Chang, Jae-Byum; Marblestone, Adam; Church, George M.; Raj, Arjun; Boyden, Edward S. (August 2016). "Nanoscale imaging of RNA with expansion microscopy". Nature Methods. 13 (8): 679–684. doi:10.1038/nmeth.3899. ISSN 1548-7105. PMC 4965288. PMID 27376770.
  19. ^ Zhao, Yongxin; Bucur, Octavian; Irshad, Humayun; Chen, Fei; Weins, Astrid; Stancu, Andreea L.; Oh, Eun-Young; DiStasio, Marcello; Torous, Vanda; Glass, Benjamin; Stillman, Isaac E.; Schnitt, Stuart J.; Beck, Andrew H.; Boyden, Edward S. (August 2017). "Nanoscale imaging of clinical specimens using pathology-optimized expansion microscopy". Nature Biotechnology. 35 (8): 757–764. doi:10.1038/nbt.3892. ISSN 1546-1696. PMC 5548617. PMID 28714966.
  20. ^ Sarkar, Deblina; Kang, Jinyoung; Wassie, Asmamaw T.; Schroeder, Margaret E.; Peng, Zhuyu; Tarr, Tyler B.; Tang, Ai-Hui; Niederst, Emily D.; Young, Jennie Z.; Su, Hanquan; Park, Demian; Yin, Peng; Tsai, Li-Huei; Blanpied, Thomas A.; Boyden, Edward S. (September 2022). "Revealing nanostructures in brain tissue via protein decrowding by iterative expansion microscopy". Nature Biomedical Engineering. 6 (9): 1057–1073. doi:10.1038/s41551-022-00912-3. ISSN 2157-846X. PMC 9551354. PMID 36038771.
  21. ^ Alon, Shahar; Goodwin, Daniel R.; Sinha, Anubhav; Wassie, Asmamaw T.; Chen, Fei; Daugharthy, Evan R.; Bando, Yosuke; Kajita, Atsushi; Xue, Andrew G.; Marrett, Karl; Prior, Robert; Cui, Yi; Payne, Andrew C.; Yao, Chun-Chen; Suk, Ho-Jun (2021-01-29). "Expansion sequencing: Spatially precise in situ transcriptomics in intact biological systems". Science. 371 (6528). doi:10.1126/science.aax2656. ISSN 0036-8075. PMC 7900882. PMID 33509999.
  22. ^ Chang, Jae-Byum; Chen, Fei; Yoon, Young-Gyu; Jung, Erica E.; Babcock, Hazen; Kang, Jeong Seuk; Asano, Shoh; Suk, Ho-Jun; Pak, Nikita; Tillberg, Paul W.; Wassie, Asmamaw T.; Cai, Dawen; Boyden, Edward S. (June 2017). "Iterative expansion microscopy". Nature Methods. 14 (6): 593–599. doi:10.1038/nmeth.4261. ISSN 1548-7105. PMC 5560071. PMID 28417997.
  23. ^ Oran, Daniel; Rodriques, Samuel G.; Gao, Ruixuan; Asano, Shoh; Skylar-Scott, Mark A.; Chen, Fei; Tillberg, Paul W.; Marblestone, Adam H.; Boyden, Edward S. (2018-12-14). "3D nanofabrication by volumetric deposition and controlled shrinkage of patterned scaffolds". Science. 362 (6420): 1281–1285. Bibcode:2018Sci...362.1281O. doi:10.1126/science.aau5119. ISSN 0036-8075. PMC 6423357. PMID 30545883.
  24. ^ Grossman, Nir; Bono, David; Dedic, Nina; Kodandaramaiah, Suhasa B.; Rudenko, Andrii; Suk, Ho-Jun; Cassara, Antonino M.; Neufeld, Esra; Kuster, Niels; Tsai, Li-Huei; Pascual-Leone, Alvaro; Boyden, Edward S. (2017-06-01). "Noninvasive Deep Brain Stimulation via Temporally Interfering Electric Fields". Cell. 169 (6): 1029–1041.e16. doi:10.1016/j.cell.2017.05.024. ISSN 1097-4172. PMC 5520675. PMID 28575667.
  25. ^ Violante, Ines R.; Alania, Ketevan; Cassarà, Antonino M.; Neufeld, Esra; Acerbo, Emma; Carron, Romain; Williamson, Adam; Kurtin, Danielle L.; Rhodes, Edward; Hampshire, Adam; Kuster, Niels; Boyden, Edward S.; Pascual-Leone, Alvaro; Grossman, Nir (November 2023). "Non-invasive temporal interference electrical stimulation of the human hippocampus". Nature Neuroscience. 26 (11): 1994–2004. doi:10.1038/s41593-023-01456-8. ISSN 1546-1726. PMC 10620081. PMID 37857775.
  26. ^ Linghu, Changyang; Johnson, Shannon L.; Valdes, Pablo A.; Shemesh, Or A.; Park, Won Min; Park, Demian; Piatkevich, Kiryl D.; Wassie, Asmamaw T.; Liu, Yixi; An, Bobae; Barnes, Stephanie A.; Celiker, Orhan T.; Yao, Chun-Chen; Yu, Chih-Chieh (Jay); Wang, Ru (2020-12-10). "Spatial Multiplexing of Fluorescent Reporters for Imaging Signaling Network Dynamics". Cell. 183 (6): 1682–1698.e24. doi:10.1016/j.cell.2020.10.035. ISSN 0092-8674. PMC 7771521. PMID 33232692.
  27. ^ Qian, Yong; Celiker, Orhan T.; Wang, Zeguan; Guner-Ataman, Burcu; Boyden, Edward S. (2023-12-07). "Temporally multiplexed imaging of dynamic signaling networks in living cells". Cell. 186 (25): 5656–5672.e21. doi:10.1016/j.cell.2023.11.010. ISSN 0092-8674. PMC 10843875. PMID 38029746.
  28. ^ Piatkevich, Kiryl D.; Jung, Erica E.; Straub, Christoph; Linghu, Changyang; Park, Demian; Suk, Ho-Jun; Hochbaum, Daniel R.; Goodwin, Daniel; Pnevmatikakis, Eftychios; Pak, Nikita; Kawashima, Takashi; Yang, Chao-Tsung; Rhoades, Jeffrey L.; Shemesh, Or; Asano, Shoh (April 2018). "A robotic multidimensional directed evolution approach applied to fluorescent voltage reporters". Nature Chemical Biology. 14 (4): 352–360. doi:10.1038/s41589-018-0004-9. ISSN 1552-4469. PMC 5866759. PMID 29483642.
  29. ^ Piatkevich, Kiryl D.; Bensussen, Seth; Tseng, Hua-an; Shroff, Sanaya N.; Lopez-Huerta, Violeta Gisselle; Park, Demian; Jung, Erica E.; Shemesh, Or A.; Straub, Christoph; Gritton, Howard J.; Romano, Michael F.; Costa, Emma; Sabatini, Bernardo L.; Fu, Zhanyan; Boyden, Edward S. (October 2019). "Population imaging of neural activity in awake behaving mice". Nature. 574 (7778): 413–417. Bibcode:2019Natur.574..413P. doi:10.1038/s41586-019-1641-1. ISSN 1476-4687. PMC 6858559. PMID 31597963.
  30. ^ Wang, Zeguan; Zhang, Jie; Symvoulidis, Panagiotis; Guo, Wei; Zhang, Lige; Wilson, Matthew A.; Boyden, Edward S. (2023-12-16), "Imaging the voltage of neurons distributed across entire brains of larval zebrafish", bioRxiv: The Preprint Server for Biology, doi:10.1101/2023.12.15.571964, PMC 10760087, PMID 38168290, retrieved 2024-06-10
  31. ^ "Google Patents". patents.google.com. Retrieved 2024-06-09.
  32. ^ https://opencorporates.com/companies/us_ma/001437467 OpenCorporates: ELEMIND TECHNOLOGIES, INC.
  33. ^ http://www.elemindtech.com ELEMIND Homepage
  34. ^ Koetsier, John. "'Electric Medicine:' AI Startup Reads Brainwaves To Fix Sleep, Pain". Forbes. Retrieved 2024-06-09.
  35. ^ "About | Cognito Therapeutics".
  36. ^ "ABOUT". extbio. Retrieved 2024-06-09.
  37. ^ "Synlife". Synlife. Retrieved 2024-06-09.
  38. ^ "E11 Bio | Moonshot Neuroscience". E11 Bio. Retrieved 2024-06-09.
  39. ^ "Inner Cosmos – The Evolution of Depression Treatment". Retrieved 2024-06-09.
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  42. ^ "Past Winners | Gabbay Award | Rosenstiel Basic Medical Sciences Research Center | Brandeis University". www.brandeis.edu. Retrieved 2019-04-30.
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  48. ^ Edward S. Boyden, retrieved on 29. June 2020 in Wilhelmexner.org
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