IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0302537.html
   My bibliography  Save this article

The use of artificial intelligence in induced pluripotent stem cell-based technology over 10-year period: A systematic scoping review

Author

Listed:
  • Quan Duy Vo
  • Yukihiro Saito
  • Toshihiro Ida
  • Kazufumi Nakamura
  • Shinsuke Yuasa

Abstract

Background: Stem cell research, particularly in the domain of induced pluripotent stem cell (iPSC) technology, has shown significant progress. The integration of artificial intelligence (AI), especially machine learning (ML) and deep learning (DL), has played a pivotal role in refining iPSC classification, monitoring cell functionality, and conducting genetic analysis. These enhancements are broadening the applications of iPSC technology in disease modelling, drug screening, and regenerative medicine. This review aims to explore the role of AI in the advancement of iPSC research. Methods: In December 2023, data were collected from three electronic databases (PubMed, Web of Science, and Science Direct) to investigate the application of AI technology in iPSC processing. Results: This systematic scoping review encompassed 79 studies that met the inclusion criteria. The number of research studies in this area has increased over time, with the United States emerging as a leading contributor in this field. AI technologies have been diversely applied in iPSC technology, encompassing the classification of cell types, assessment of disease-specific phenotypes in iPSC-derived cells, and the facilitation of drug screening using iPSC. The precision of AI methodologies has improved significantly in recent years, creating a foundation for future advancements in iPSC-based technologies. Conclusions: Our review offers insights into the role of AI in regenerative and personalized medicine, highlighting both challenges and opportunities. Although still in its early stages, AI technologies show significant promise in advancing our understanding of disease progression and development, paving the way for future clinical applications.

Suggested Citation

  • Quan Duy Vo & Yukihiro Saito & Toshihiro Ida & Kazufumi Nakamura & Shinsuke Yuasa, 2024. "The use of artificial intelligence in induced pluripotent stem cell-based technology over 10-year period: A systematic scoping review," PLOS ONE, Public Library of Science, vol. 19(5), pages 1-20, May.
    • Handle: RePEc:plo:pone00:0302537
    DOI: 10.1371/journal.pone.0302537
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0302537
    Download Restriction: no
    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0302537&type=printable
    Download Restriction: no
    File URL: https://libkey.io/10.1371/journal.pone.0302537?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Gabsang Lee & Eirini P. Papapetrou & Hyesoo Kim & Stuart M. Chambers & Mark J. Tomishima & Christopher A. Fasano & Yosif M. Ganat & Jayanthi Menon & Fumiko Shimizu & Agnes Viale & Viviane Tabar & Mich, 2009. "Modelling pathogenesis and treatment of familial dysautonomia using patient-specific iPSCs," Nature, Nature, vol. 461(7262), pages 402-406, September.
    2. Matthew J Page & Joanne E McKenzie & Patrick M Bossuyt & Isabelle Boutron & Tammy C Hoffmann & Cynthia D Mulrow & Larissa Shamseer & Jennifer M Tetzlaff & Elie A Akl & Sue E Brennan & Roger Chou & Jul, 2021. "The PRISMA 2020 statement: An updated guideline for reporting systematic reviews," PLOS Medicine, Public Library of Science, vol. 18(3), pages 1-15, March.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Rizkiana Sidqiyatul Hamdani & Sudharto Prawata Hadi & Iwan Rudiarto, 2021. "Progress or Regress? A Systematic Review on Two Decades of Monitoring and Addressing Land Subsidence Hazards in Semarang City," Sustainability, MDPI, vol. 13(24), pages 1-26, December.
    2. Boglárka Anna Éliás & Attila Jámbor, 2021. "Food Security and COVID-19: A Systematic Review of the First-Year Experience," Sustainability, MDPI, vol. 13(9), pages 1-18, May.
    3. Omoyele, Olalekan & Hoffmann, Maximilian & Koivisto, Matti & Larrañeta, Miguel & Weinand, Jann Michael & Linßen, Jochen & Stolten, Detlef, 2024. "Increasing the resolution of solar and wind time series for energy system modeling: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 189(PB).
    4. Cala, Anggie & Maturana-Córdoba, Aymer & Soto-Verjel, Joseph, 2023. "Exploring the pretreatments' influence on pressure reverse osmosis: PRISMA review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 188(C).
    5. Ming Shan & Yu-Shan Li & Bon-Gang Hwang & Jia-En Chua, 2021. "Productivity Metrics and Its Implementations in Construction Projects: A Case Study of Singapore," Sustainability, MDPI, vol. 13(21), pages 1-19, November.
    6. Susca, T. & Zanghirella, F. & Colasuonno, L. & Del Fatto, V., 2022. "Effect of green wall installation on urban heat island and building energy use: A climate-informed systematic literature review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 159(C).
    7. Alexander P. L. Martindale & Carrie D. Llewellyn & Richard O. Visser & Benjamin Ng & Victoria Ngai & Aditya U. Kale & Lavinia Ferrante Ruffano & Robert M. Golub & Gary S. Collins & David Moher & Melis, 2024. "Concordance of randomised controlled trials for artificial intelligence interventions with the CONSORT-AI reporting guidelines," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    8. Gizéh Rangel-de Lázaro & Josep M. Duart, 2023. "You Can Handle, You Can Teach It: Systematic Review on the Use of Extended Reality and Artificial Intelligence Technologies for Online Higher Education," Sustainability, MDPI, vol. 15(4), pages 1-23, February.
    9. Kim, Hyunil & Kim, Yun Young & Song, Eun-Jee & Windsor, Liliane, 2024. "Policies to reduce child poverty and child maltreatment: A scoping review and preliminary estimates of indirect effects," Children and Youth Services Review, Elsevier, vol. 156(C).
    10. Lee, Kuan-Ting & Chen, Yen-Chin & Yang, Yi-Ching & Wang, Wei-Li, 2024. "On practicing magicine, from wonder to care: A systematic review of studies that apply magic in healthcare," Social Science & Medicine, Elsevier, vol. 341(C).
    11. Yau, Jessie Ho-Yin & Wong, Edwin Lok Yan & Kanagawa, Hotinpo Sky & Liu, Tianyin & Wong, Gloria Hoi Yan & Lum, Terry Yat Sang, 2024. "Effectiveness of community-based participatory research (CBPR) interventions on mental health outcomes: A systematic review," Social Science & Medicine, Elsevier, vol. 363(C).
    12. Deniz Dutz & Ingrid Huitfeldt & Santiago Lacouture & Magne Mogstad & Alexander Torgovitsky & Winnie van Dijk, 2021. "Selection in Surveys," NBER Working Papers 29549, National Bureau of Economic Research, Inc.
      • Deniz Dutz & Ingrid Huitfeldt & Santiago Lacouture & Magne Mogstad & Alexander Torgovitsky & Winnie van Dijk, 2021. "Selection in Surveys," Discussion Papers 971, Statistics Norway, Research Department.
    13. Lemesa Hirpe & Chunho Yeom, 2021. "Municipal Solid Waste Management Policies, Practices, and Challenges in Ethiopia: A Systematic Review," Sustainability, MDPI, vol. 13(20), pages 1-16, October.
    14. Simmons, Cassandra & Pot, Mirjam & Lorenz-Dant, Klara & Leichsenring, Kai, 2024. "Disentangling the impact of alternative payment models and associated service delivery models on quality of chronic care: A scoping review," Health Policy, Elsevier, vol. 143(C).
    15. Ellen Busink & Dana Kendzia & Fatih Kircelli & Sophie Boeger & Jovana Petrovic & Helen Smethurst & Stephen Mitchell & Christian Apel, 2023. "A systematic review of the cost-effectiveness of renal replacement therapies, and consequences for decision-making in the end-stage renal disease treatment pathway," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 24(3), pages 377-392, April.
    16. Ooms, Tahnee & Klaser, Klaudijo & Ishkanian, Armine, 2023. "The role of academia practice partnerships in the well-being economy: Retracing synergies between health and social sciences using bibliometric analysis," Health Policy, Elsevier, vol. 138(C).
    17. Wang, Nan & Wang, Julian & Feng, Yanxiao, 2022. "Systematic review: Acute thermal effects of artificial light in the daytime," Renewable and Sustainable Energy Reviews, Elsevier, vol. 165(C).
    18. Tania Mateos-Blanco & Encarnación Sánchez‐Lissen & Inés Gil‐Jaurena & Clara Romero‐Pérez, 2022. "Child‐Led Participation: A Scoping Review of Empirical Studies," Social Inclusion, Cogitatio Press, vol. 10(2), pages 32-42.
    19. Thoonsen, Andrea C. & van Schoten, Steffie M. & Merten, Hanneke & van Beusekom, Ilse & Schoonmade, Linda J. & Delnoij, Diana M.J. & de Bruijne, Martine C., 2024. "Stimulating implementation of clinical practice guidelines in hospital care from a central guideline organization perspective: A systematic review," Health Policy, Elsevier, vol. 148(C).
    20. Julian Packheiser & Helena Hartmann & Kelly Fredriksen & Valeria Gazzola & Christian Keysers & Frédéric Michon, 2024. "A systematic review and multivariate meta-analysis of the physical and mental health benefits of touch interventions," Nature Human Behaviour, Nature, vol. 8(6), pages 1088-1107, June.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:plo:pone00:0302537. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.