Skip to main content
Advertisement

Main menu

  • Home
  • Content
    • Current Issue
    • Accepted Manuscripts
    • Article Preview
    • Past Issue Archive
    • Video Articles
    • AJNR Case Collection
    • Case of the Week Archive
    • Case of the Month Archive
    • Classic Case Archive
  • Special Collections
    • AJNR Awards
    • ASNR Foundation Special Collection
    • Most Impactful AJNR Articles
    • Photon-Counting CT
    • Spinal CSF Leak Articles (Jan 2020-June 2024)
  • Multimedia
    • AJNR Podcasts
    • AJNR SCANtastic
    • Trainee Corner
    • MRI Safety Corner
    • Imaging Protocols
  • For Authors
    • Submit a Manuscript
    • Submit a Video Article
    • Submit an eLetter to the Editor/Response
    • Manuscript Submission Guidelines
    • Statistical Tips
    • Fast Publishing of Accepted Manuscripts
    • Graphical Abstract Preparation
    • Imaging Protocol Submission
    • Author Policies
  • About Us
    • About AJNR
    • Editorial Board
    • Editorial Board Alumni
  • More
    • Become a Reviewer/Academy of Reviewers
    • Subscribers
    • Permissions
    • Alerts
    • Feedback
    • Advertisers
    • ASNR Home

User menu

  • Alerts
  • Log in

Search

  • Advanced search
American Journal of Neuroradiology
American Journal of Neuroradiology

American Journal of Neuroradiology

ASHNR American Society of Functional Neuroradiology ASHNR American Society of Pediatric Neuroradiology ASSR
  • Alerts
  • Log in

Advanced Search

  • Home
  • Content
    • Current Issue
    • Accepted Manuscripts
    • Article Preview
    • Past Issue Archive
    • Video Articles
    • AJNR Case Collection
    • Case of the Week Archive
    • Case of the Month Archive
    • Classic Case Archive
  • Special Collections
    • AJNR Awards
    • ASNR Foundation Special Collection
    • Most Impactful AJNR Articles
    • Photon-Counting CT
    • Spinal CSF Leak Articles (Jan 2020-June 2024)
  • Multimedia
    • AJNR Podcasts
    • AJNR SCANtastic
    • Trainee Corner
    • MRI Safety Corner
    • Imaging Protocols
  • For Authors
    • Submit a Manuscript
    • Submit a Video Article
    • Submit an eLetter to the Editor/Response
    • Manuscript Submission Guidelines
    • Statistical Tips
    • Fast Publishing of Accepted Manuscripts
    • Graphical Abstract Preparation
    • Imaging Protocol Submission
    • Author Policies
  • About Us
    • About AJNR
    • Editorial Board
    • Editorial Board Alumni
  • More
    • Become a Reviewer/Academy of Reviewers
    • Subscribers
    • Permissions
    • Alerts
    • Feedback
    • Advertisers
    • ASNR Home
  • Follow AJNR on Twitter
  • Visit AJNR on Facebook
  • Follow AJNR on Instagram
  • Join AJNR on LinkedIn
  • RSS Feeds

AJNR is seeking candidates for the AJNR Podcast Editor. Read the position description.

Research Article

John Nash and the Organization of Stroke Care

M. Goyal, A.T. Wilson, D. Mayank, N. Kamal, D.H. Robinson, D. Turkel-Parrella and J.A. Hirsch
American Journal of Neuroradiology February 2018, 39 (2) 217-218; DOI: https://doi.org/10.3174/ajnr.A5481
M. Goyal
aFrom the Department of Radiology and Clinical Neurosciences (M.G., A.T.W., N.K.), University of Calgary, Calgary, Alberta, Canada
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for M. Goyal
A.T. Wilson
aFrom the Department of Radiology and Clinical Neurosciences (M.G., A.T.W., N.K.), University of Calgary, Calgary, Alberta, Canada
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for A.T. Wilson
D. Mayank
bFaculty of Applied Science and Engineering (D.M.), University of Toronto, Toronto, Ontario, Canada
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for D. Mayank
N. Kamal
aFrom the Department of Radiology and Clinical Neurosciences (M.G., A.T.W., N.K.), University of Calgary, Calgary, Alberta, Canada
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for N. Kamal
D.H. Robinson
cDepartment of Radiology (D.H.R.), Virginia Mason Medical Center, Seattle, Washington
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for D.H. Robinson
D. Turkel-Parrella
dDepartment of Neurology (D.T.-P.), Division of Neurointerventional Radiology, NYU School of Medicine, New York, New York
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for D. Turkel-Parrella
J.A. Hirsch
eDepartment of Neurointerventional Radiology (J.A.H.), Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for J.A. Hirsch
  • Article
  • Figures & Data
  • Info & Metrics
  • Responses
  • References
  • PDF
Loading

Abstract

SUMMARY: The concept of Nash equilibrium, developed by John Forbes Nash Jr, states that an equilibrium in noncooperative games is reached when each player takes the best action for himself or herself, taking into account the actions of the other players. We apply this concept to the provision of endovascular thrombectomy in the treatment of acute ischemic stroke and suggest that collaboration among hospitals in a health care jurisdiction could result in practices such as shared call pools for neurointervention teams, leading to better patient care through streamlined systems.

John Forbes Nash Jr was a renowned mathematician whose groundbreaking work in the domain of game theory earned him the Nobel Prize in Economics in 1994. His theories have been key to our understanding of decision-making processes in economics and every other aspect of life involving complex strategic interactions.1

Nash became a household name due to a critically acclaimed depiction of his life in the film A Beautiful Mind. There is a scene where Nash is struck by an epiphany because of a discussion about an imaginary interaction with some young women. He realizes that Adam Smith's theory of systems fails to take into account that people choose the action that confers the greatest benefit (within the constraints of law and decency). If you have not seen the film or do not remember the scene, check it out at https://www.youtube.com/watch?v=LJS7Igvk6ZM. The important message is that in game theory as in life, systems work best when every person does what is best for himself or herself, taking into consideration the decisions of the other players. A system in this state is in Nash equilibrium.2⇓–4

In acute ischemic stroke due to large-vessel occlusion, we know that the natural history of the disease is generally poor and devastating, endovascular thrombectomy is highly effective, and “time is brain.”5 Our biggest challenge moving forward is to improve the organization of systems of care, getting each patient to the correct hospital the first time around.6 Additionally, individual cities, jurisdictions, and groups of physicians need to organize themselves so that they can provide endovascular thrombectomy 24/7/365. Neuroinverventionists are often hired mainly on the basis of adequate availability of daytime work and where a hospital is located, the population denominator, and the presence of other neurointervention centers in the vicinity. Thus, hospitals may be limited in increasing their call pool, making the frequency of calls for each neurointerventionist quite onerous.

In game theory, a game comprises 3 parts: the players, the set of actions available to each player, and a utility function for each player.4 Here, the players are the health care providers, the actions are the choices they make regarding patient admission and treatment, and the primary utility measure of these actions is the patient's well-being. To achieve optimization (both for patient outcome and use of resources, decent call schedules, and work-life balance) based on Nash's work would require all the players (in this case, all the health care providers in a particular jurisdiction) to evaluate not only their own choices and strategy but also the choices and strategies of the other players.

Nash's work suggests that patients with stroke could be better served in their community if hospitals or neurointervention groups engaged in collaborative practices, rather than each institution working exclusively to its best interest in isolation. In this sense, each player would show his or her “hand” and, subsequently, take the best action for himself or herself based on every other player's hand. This would constitute a mutually beneficial cooperative Nash equilibrium in which the system is in a stable state, with each player maximally benefitting.4,7 In this sense, outcomes of patients with stroke (the shortest possible onset-to-reperfusion time in appropriately chosen patients8) will be improved in the community as a whole.

When one starts thinking this way, the obvious conclusion is to have a shared city- or jurisdiction-wide call schedule (Figure). This could be communicated well in advance to the paramedic staff so that they could determine where to bring the patient on the basis of a predetermined call schedule. In jurisdictions where many patients are brought directly to the hospital by family and friends, an alternative approach could be for the neurointerventionist on call to have privileges in all the relevant hospitals and to therefore travel to the patient. There are simple solutions to overcome the variances of catheterization laboratory setup and individual choices of tools: Physicians could carry a Brisk Recanalization Ischemic Stroke Kit (BRISK) in their cars and walk in with all the tools they need.9 Of course, establishing such a system will require cooperation and trust; however, this is easier to achieve when one is backed by a Nobel-winning mathematician's math and game theory. Is it time to start this discussion?

FIGURE.
  • Download figure
  • Open in new tab
  • Download powerpoint
FIGURE.

Schematic demonstrating different approaches to the neurointervention service for acute stroke in a community. A, In an isolationist setting, each stroke center has its own call schedule and receives patients. The patient volume is divided among the centers. Nearly all components of the neurointervention team are called from home. B, In a more cooperative setting, a call schedule is shared among the 3 centers and parts of the neurointervention team are in-house (eg, angiography nurse and technologist, stroke fellow/nurse practitioner) when that center is the active center. The active center receives a higher patient volume, making use of the neurointervention team more effective. The presence of an in-house team allows better workflow and increased efficiency. It is likely that stroke patients who are not eligible for endovascular thrombectomy (intracranial hematoma, no large-vessel occlusion) will also receive better care. Note that the total volume of patients treated by each hospital remains unchanged.

Footnotes

  • Disclosures: Mayank Goyal—UNRELATED: Consultancy: Medtronic, Stryker, MicroVention, Comments: teaching engagements and product advice regarding acute stroke; Grants/Grants Pending: Medtronic, Stryker, Comments: Medtronic funding for HERMES collaboration provided to the University of Calgary, Stryker funding for UNMASK EVT provided to the University of Calgary*; Patents (Planned, Pending or Issued): GE Healthcare, Comments: Systems of Stroke Diagnosis. David Turkel-Parrella—UNRELATED: Consultancy: Alpha Insights; Travel/Accommodations/Meeting Expenses Unrelated to Activities Listed: Stryker. Joshua A. Hirsch—UNRELATED: Consultancy: Medtronic, Globus, Codman Neurovascular, Whale Imaging; Other Relationships: I am the recipient of a grant from the Neiman Policy Institute, where I serve as a senior affiliate research fellow. *Money paid to the institution.

References

  1. 1.↵
    John Nash Jr.–Biographical. https://www.nobelprize.org/nobel_prizes/economic-sciences/laureates/1994/nash-bio.html. Accessed September 18, 2017.
  2. 2.↵
    1. Nash JF
    . Equilibrium points in N-person games. Proc Natl Acad Sci U S A 1950;36:48–49 doi:10.1073/pnas.36.1.48 pmid:16588946
    FREE Full Text
  3. 3.↵
    1. Nash JF
    . Non-cooperative games. The Annals of Mathematics 1951;54:286–95 doi:10.2307/1969529
    CrossRef
  4. 4.↵
    1. Dufwenberg M
    . Game theory. Wiley Interdiscip Rev Cogn Sci 2011;2:167–73 doi:10.1002/wcs.119 pmid:26302008
    CrossRefPubMed
  5. 5.↵
    1. Goyal M,
    2. Menon BK,
    3. van Zwam WH, et al
    ; HERMES collaborators. Endovascular thrombectomy after large-vessel ischaemic stroke: a meta-analysis of individual patient data from five randomised trials. Lancet 2016;387:1723–31 doi:10.1016/S0140-6736(16)00163-X pmid:26898852
    CrossRefPubMed
  6. 6.↵
    1. Goyal M,
    2. Jadhav AP,
    3. Wilson AT, et al
    . Shifting bottlenecks in acute stroke treatment. J Neurointerv Surg 2016;8:1099–100 doi:10.1136/neurintsurg-2015-012151 pmid:26674088
    FREE Full Text
  7. 7.↵
    1. Saposni G,
    2. Johnston SC
    . Applying principles from the game theory to acute stroke care: learning from the prisoner's dilemma, stag-hunt, and other strategies. Int J Stroke 2016;11:274–86 doi:10.1177/1747493016631725 pmid:26869249
    CrossRefPubMed
  8. 8.↵
    1. Menon BK,
    2. Sajobi TT,
    3. Zhang Y, et al
    . Analysis of workflow and time to treatment on thrombectomy outcome in the Endovascular Treatment for Small Core and Proximal Occlusion Ischemic Stroke (ESCAPE) randomized, controlled trial. Circulation 2016;133:2279–86 doi:10.1161/CIRCULATIONAHA.115.019983 pmid:27076599
    Abstract/FREE Full Text
  9. 9.↵
    1. Goyal M,
    2. Menon BK,
    3. Hill MD, et al
    . Consistently achieving computed tomography to endovascular recanalization <90 minutes: solutions and innovations. Stroke 2014;45:e252–56 doi:10.1161/STROKEAHA.114.007366 pmid:25352482
    FREE Full Text
  • Received October 3, 2017.
  • Accepted after revision October 9, 2017.
  • © 2018 by American Journal of Neuroradiology
View Abstract
PreviousNext
Back to top

In this issue

American Journal of Neuroradiology: 39 (2)
American Journal of Neuroradiology
Vol. 39, Issue 2
1 Feb 2018
  • Table of Contents
  • Index by author
  • Complete Issue (PDF)
Advertisement
Print
Download PDF
Email Article

Thank you for your interest in spreading the word on American Journal of Neuroradiology.

NOTE: We only request your email address so that the person you are recommending the page to knows that you wanted them to see it, and that it is not junk mail. We do not capture any email address.

Enter multiple addresses on separate lines or separate them with commas.
John Nash and the Organization of Stroke Care
(Your Name) has sent you a message from American Journal of Neuroradiology
(Your Name) thought you would like to see the American Journal of Neuroradiology web site.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
Cite this article
M. Goyal, A.T. Wilson, D. Mayank, N. Kamal, D.H. Robinson, D. Turkel-Parrella, J.A. Hirsch
John Nash and the Organization of Stroke Care
American Journal of Neuroradiology Feb 2018, 39 (2) 217-218; DOI: 10.3174/ajnr.A5481

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
0 Responses
Respond to this article
Share
Bookmark this article
John Nash and the Organization of Stroke Care
M. Goyal, A.T. Wilson, D. Mayank, N. Kamal, D.H. Robinson, D. Turkel-Parrella, J.A. Hirsch
American Journal of Neuroradiology Feb 2018, 39 (2) 217-218; DOI: 10.3174/ajnr.A5481
del.icio.us logo Twitter logo Facebook logo Mendeley logo
  • Tweet Widget
  • Facebook Like
  • Google Plus One
Purchase

Jump to section

  • Article
    • Abstract
    • Footnotes
    • References
  • Figures & Data
  • Info & Metrics
  • Responses
  • References
  • PDF

Related Articles

  • No related articles found.
  • PubMed
  • Google Scholar

Cited By...

  • Advances in Stroke 2017
  • Crossref (5)
  • Google Scholar

This article has been cited by the following articles in journals that are participating in Crossref Cited-by Linking.

  • Optimizing fast first pass complete reperfusion in acute ischemic stroke – the BADDASS approach (BAlloon guiDe with large bore Distal Access catheter with dual aspiration with Stent-retriever as Standard approach)
    J. M. Ospel, O. Volny, M. Jayaraman, R. McTaggart, M. Goyal
    Expert Review of Medical Devices 2019 16 11
  • Advances in Stroke 2017
    Julie Bernhardt, Richard D. Zorowitz, Kyra J. Becker, Emanuela Keller, Gustavo Saposnik, Daniel Strbian, Martin Dichgans, Daniel Woo, Mathew Reeves, Amanda Thrift, Chelsea S. Kidwell, Jean Marc Olivot, Mayank Goyal, Laurent Pierot, Derrick A. Bennett, George Howard, Gary A. Ford, Larry B. Goldstein, Anna M. Planas, Midori A. Yenari, Steven M. Greenberg, Leonardo Pantoni, Sepideh Amin-Hanjani, Michael Tymianski
    Stroke 2018 49 5
  • Distribution and current problems of acute endovascular therapy for large artery occlusion from a two-year national survey in Japan
    Toshinori Takagi, Shinichi Yoshimura, Nobuyuki Sakai, Koji Iihara, Hidenori Oishi, Masaru Hirohata, Yuji Matsumaru, Yasushi Matsumoto, Hiroshi Yamagami, Bijoy K Menon, Mohammed Almekhlafi, Jessalyn K Holodinsky, Noreen Kamal, Michael D Hill, Mayank Goyal
    International Journal of Stroke 2020 15 3
  • Optimizing Stroke Care for Patients with Large Vessel Occlusions: Current State of the Art and Future Directions
    Johanna M. Ospel, Arnuv Mayank, Shinichi Yoshimura, Mayank Goyal
    Journal of Neuroendovascular Therapy 2020 14 6
  • Does an Overcrowded Emergency Department Reduce Moral Hazard? Lessons from Emergency Department Visits to Three Hospitals in an Israeli Metropolitan Area
    Fuad Basis, Aviad Tur-Sinai, Ziona Haklai
    Healthcare 2022 10 5

Similar Articles

Advertisement

Indexed Content

  • Current Issue
  • Accepted Manuscripts
  • Article Preview
  • Past Issues
  • Editorials
  • Editor's Choice
  • Fellows' Journal Club
  • Letters to the Editor
  • Video Articles

Cases

  • Case Collection
  • Archive - Case of the Week
  • Archive - Case of the Month
  • Archive - Classic Case

Special Collections

  • AJNR Awards
  • ASNR Foundation Special Collection
  • Most Impactful AJNR Articles
  • Photon-Counting CT
  • Spinal CSF Leak Articles (Jan 2020-June 2024)

More from AJNR

  • Trainee Corner
  • Imaging Protocols
  • MRI Safety Corner

Multimedia

  • AJNR Podcasts
  • AJNR Scantastics

Resources

  • Turnaround Time
  • Submit a Manuscript
  • Submit a Video Article
  • Submit an eLetter to the Editor/Response
  • Manuscript Submission Guidelines
  • Statistical Tips
  • Fast Publishing of Accepted Manuscripts
  • Graphical Abstract Preparation
  • Imaging Protocol Submission
  • Evidence-Based Medicine Level Guide
  • Publishing Checklists
  • Author Policies
  • Become a Reviewer/Academy of Reviewers
  • News and Updates

About Us

  • About AJNR
  • Editorial Board
  • Editorial Board Alumni
  • Alerts
  • Permissions
  • Not an AJNR Subscriber? Join Now
  • Advertise with Us
  • Librarian Resources
  • Feedback
  • Terms and Conditions
  • AJNR Editorial Board Alumni

American Society of Neuroradiology

  • Not an ASNR Member? Join Now

© 2025 by the American Society of Neuroradiology All rights, including for text and data mining, AI training, and similar technologies, are reserved.
Print ISSN: 0195-6108 Online ISSN: 1936-959X

Powered by HighWire