191
Views
0
CrossRef citations to date
0
Altmetric
Original Research

Machine learning method for the cellular phenotyping of nasal polyps from multicentre tissue scans

, , , , , , , & show all
Pages 1023-1028 | Received 04 Jan 2023, Accepted 24 Apr 2023, Published online: 28 Apr 2023

References

  • Shi JB, Fu QL, Zhang H, et al. Epidemiology of chronic rhinosinusitis: results from a cross-sectional survey in seven Chinese cities. Allergy. 2015;70(5):533–539. DOI:10.1111/all.12577
  • Polzehl D, Moeller P, Riechelmann H, et al. Distinct features of chronic rhinosinusitis with and without nasal polyps. Allergy. 2006;61(11):1275–1279. DOI:10.1111/j.1398-9995.2006.01132.x
  • Stevens WW, Schleimer RP, Kern RC. Chronic rhinosinusitis with nasal polyps. J Allergy Clin Immunol Pract. 2016;4(4):565–572.
  • Alobid I, Bernal-Sprekelsen M, Mullol J. Chronic rhinosinusitis and nasal polyps: the role of generic and specific questionnaires on assessing its impact on patient’s quality of life. Allergy. 2008;63(10):1267–1279.
  • Tokunaga T, Sakashita M, Haruna T, et al. Novel scoring system and algorithm for classifying chronic rhinosinusitis: the JESREC study. Allergy. 2015;70(8):995–1003. DOI:10.1111/all.12644
  • Ryu G, Kim DK, Dhong HJ, et al. Immunological characteristics in refractory chronic rhinosinusitis with nasal polyps undergoing revision surgeries. Allergy Asthma Immunol Res. 2019;11(5):664–676. DOI:10.4168/aair.2019.11.5.664
  • Bachert C, Zhang N, Cavaliere C, et al. Biologics for chronic rhinosinusitis with nasal polyps. J Allergy Clin Immunol. 2020;145(3):725–739. DOI:10.1016/j.jaci.2020.01.020
  • Bachert C, Bhattacharyya N, Desrosiers M, et al. Burden of disease in chronic rhinosinusitis with nasal polyps. J Asthma Allergy. 2021;11:127–134.
  • Lou H, Meng Y, Piao Y, et al. Cellular phenotyping of chronic rhinosinusitis with nasal polyps. Rhinology. 2016;54(2):150–159. DOI:10.4193/Rhino15.271
  • Lou H, Meng Y, Piao Y, et al. Predictive significance of tissue eosinophilia for nasal polyp recurrence in the Chinese population. Am J Rhinol Allergy. 2015;29(5):350–356. DOI:10.2500/ajra.2015.29.4231
  • Smith KA, Smith TL, Mace JC, et al. Endoscopic sinus surgery compared to continued medical therapy for patients with refractory chronic rhinosinusitis. Int Forum Allergy Rhinol. 2014;4(10):823–827. DOI:10.1002/alr.21366
  • Rudmik L, Soler ZM, Smith TL, et al. Effect of continued medical therapy on productivity costs for refractory chronic rhinosinusitis. JAMA Otolaryngology–Head & Neck Surg. 2015;141(11):969–973. DOI:10.1001/jamaoto.2015.2321
  • Wu Q, Chen J, Deng H, et al. Expert-level diagnosis of nasal polyps using deep learning on whole-slide imaging. J Allergy Clin Immunol. 2020;145(2):698–701. DOI:10.1016/j.jaci.2019.12.002
  • Wu Q, Chen J, Ren Y, et al. Artificial intelligence for cellular phenotyping diagnosis of nasal polyps by whole-slide imaging. EBioMedicine. 2021;66:103336.
  • Glenn J, Alex S, Jirka B, et al. Ultralytics/Yolov5: v5.0 - YOLOv5-P6 1280 models, AWS, supervise. Ly and YouTube Integrations, Apr. 2021.
  • Ze L, Yutong L, Yue C, et al. Swin transformer: hierarchical vision transformer using shifted windows. arXiv Preprint arXiv. 2103.14030. 2021;9992–10002. DOI:10.1109/ICCV48922.2021.00986
  • Everingham M, Van Gool L, Christopher KI, et al. The PASCAL visual object classes (VOC) challenge. Int J Comput Vis. 2010;88(2):303–338. DOI:10.1007/s11263-009-0275-4

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.