Advanced search
Publication Cover
Journal of Asthma and Allergy Volume 17, 2024 - Issue
Submit an article Journal homepage
65
Views
0
CrossRef citations to date
0
Altmetric
ORIGINAL RESEARCH

Neural Biomarkers for Identifying Atopic Dermatitis and Assessing Acupuncture Treatment Response Using Resting-State fMRI

In-Seon Lee1 College of Korean Medicine, Kyung Hee University, Seoul, Republic of KoreaORCID Iconhttps://orcid.org/0000-0001-9275-3111View further author information
ORCID Icon,
Da-Eun Yoon1 College of Korean Medicine, Kyung Hee University, Seoul, Republic of KoreaView further author information
,
Seoyoung Lee2 Department of Physics and Computational Radiology, Division of Radiology and Nuclear Medicine, Oslo University Hospital, Oslo, NorwayView further author information
,
Jae-Hwan Kang3 Digital Health Research Division, Korea Institute of Oriental Medicine, Daejeon, Republic of Korea;4 Aging Convergence Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon, Republic of KoreaORCID Iconhttps://orcid.org/0000-0002-9425-847XView further author information
ORCID Icon,
Younbyoung Chae1 College of Korean Medicine, Kyung Hee University, Seoul, Republic of KoreaORCID Iconhttps://orcid.org/0000-0001-6787-2215View further author information
ORCID Icon,
Hi-Joon Park1 College of Korean Medicine, Kyung Hee University, Seoul, Republic of KoreaCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0002-0538-2664View further author information
ORCID Icon &
Junsuk Kim5 School of Information Convergence, Kwangwoon University, Seoul, Republic of KoreaCorrespondence[email protected]
View further author information
 show all
Pages 383-389 | Received 13 Dec 2023, Accepted 10 Apr 2024, Published online: 18 Apr 2024

References

  • Weidinger S, Novak N. Atopic dermatitis. Lancet. 2016;387(10023):1109–1122. doi:10.1016/S0140-6736(15)00149-X
  • Cabanillas B, Brehler AC, Novak N. Atopic dermatitis phenotypes and the need for personalized medicine. Curr Opin Allergy Clin Immunol. 2017;17(4):309–315. doi:10.1097/ACI.0000000000000376
  • Pan K, Hurault G, Arulkumaran K, Williams HC, Tanaka RJ. EczemaNet: automating detection and severity assessment of atopic dermatitis. Paper presented at: International Workshop on Machine Learning in Medical Imaging; 2020.
  • Renert-Yuval Y, Thyssen JP, Bissonnette R, et al. Biomarkers in atopic dermatitis-a review on behalf of the International Eczema Council. J Allergy Clin Immunol. 2021;147(4):1174–1190 e1171. doi:10.1016/j.jaci.2021.01.013
  • Mastraftsi S, Vrioni G, Bakakis M, et al. Atopic dermatitis: striving for reliable biomarkers. J Clin Med. 2022;11(16):4639. doi:10.3390/jcm11164639
  • Yu L, Li L. Potential biomarkers of atopic dermatitis. Front Med. 2022;9:1028694. doi:10.3389/fmed.2022.1028694
  • Napadow V, Li A, Loggia ML, et al. The imagined itch: brain circuitry supporting nocebo-induced itch in atopic dermatitis patients. Allergy. 2015;70(11):1485–1492. doi:10.1111/all.12727
  • Schut C, Mochizuki H, Grossman SK, et al. Brain processing of contagious itch in patients with Atopic Dermatitis. Front Psychol. 2017;8:1267. doi:10.3389/fpsyg.2017.01267
  • Park JG, Park H-J, Chae Y, Kim Y-K, Lee H, Kim K. Acupuncture treatment for symptom management in atopic dermatitis: a study protocol for a randomized, participant-and assessor-blind, sham-controlled trial. Evid Based Complement Alternat Med. 2019;2019:1–11. doi:10.1155/2019/1907578
  • Kim J, Kwon SK, Lee IS, et al. Effect of acupuncture on gut-brain axis parameters in patients with Atopic Dermatitis: a study protocol for a randomized, participant- and assessor-blind, sham-controlled trial. Evid Based Complement Alternat Med. 2021;2021:5584247. doi:10.1155/2021/5584247
  • Schram ME, Spuls PI, Leeflang MM, Lindeboom R, Bos JD, Schmitt J. EASI, (objective) SCORAD and POEM for atopic eczema: responsiveness and minimal clinically important difference. Allergy. 2012;67(1):99–106. doi:10.1111/j.1398-9995.2011.02719.x
  • Hochreiter S, Schmidhuber J. Long short-term memory. Neural Comput. 1997;9(8):1735–1780. doi:10.1162/neco.1997.9.8.1735
  • Pedregosa F, Varoquaux G, Gramfort A, et al. Scikit-learn: machine learning in Python. J Mach Learn Res. 2011;12:2825–2830.
  • Chollet F. Keras: the python deep learning library. Astrophysics source code library; 2018:ascl–1806.1022.
  • Abadi M, Agarwal A, Barham P, et al. Tensorflow: large-scale machine learning on heterogeneous distributed systems; 2016.
  • Power JD, Cohen AL, Nelson SM, et al. Functional network organization of the human brain. Neuron. 2011;72(4):665–678. doi:10.1016/j.neuron.2011.09.006
  • Najafi P, Dufor O, Ben salem D, Misery L, Carre JL. Itch processing in the brain. J Eur Acad Dermatol Venereol. 2021;35(5):1058–1066. doi:10.1111/jdv.17029
  • Wu Y, Gu C, Wang S, et al. Serum biomarker-based endotypes of atopic dermatitis in China and prediction for efficacy of dupilumab. Br J Dermatol. 2023;188(5):649–660. doi:10.1093/bjd/ljad032
  • Lee IS, Yeom M, Kim K, Hahm DH, Kang S, Park HJ. Prediction of disease severity using serum biomarkers in patients with mild-moderate Atopic Dermatitis: a pilot study. PLoS One. 2023;18(11):e0296370. doi:10.1371/journal.pone.0296370
  • Medela A, Mac Carthy T, Aguilar Robles SA, Chiesa-Estomba CM, Grimalt R. Automatic SCOring of Atopic Dermatitis using deep learning: a pilot study. JID Innov. 2022;2(3):100107. doi:10.1016/j.xjidi.2022.100107

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.