Deep Learning-based Classification of Fibrotic Lung Disease: Can Computer Vision See the Future?

Bina Choi^{1

2}, Samuel Y Ash^{1

2}

Affiliations

Editorial

Bina Choi et al. Am J Respir Crit Care Med. 2022.

. 2022 Oct 1;206(7):812-814.

doi: 10.1164/rccm.202206-1036ED.

Bina Choi^{1

2}, Samuel Y Ash^{1

2}

¹ Department of Medicine.
² Applied Chest Imaging Laboratory Brigham and Women's Hospital Boston, Massachusetts.

No abstract available

Comment on

Deep Learning-based Outcome Prediction in Progressive Fibrotic Lung Disease Using High-Resolution Computed Tomography.
Walsh SLF, Mackintosh JA, Calandriello L, Silva M, Sverzellati N, Larici AR, Humphries SM, Lynch DA, Jo HE, Glaspole I, Grainge C, Goh N, Hopkins PMA, Moodley Y, Reynolds PN, Zappala C, Keir G, Cooper WA, Mahar AM, Ellis S, Wells AU, Corte TJ. Walsh SLF, et al. Am J Respir Crit Care Med. 2022 Oct 1;206(7):883-891. doi: 10.1164/rccm.202112-2684OC. Am J Respir Crit Care Med. 2022. PMID: 35696341

1. Raghu G, Remy-Jardin M, Myers JL, Richeldi L, Ryerson CJ, Lederer DJ, et al. American Thoracic Society, European Respiratory Society, Japanese Respiratory Society, and Latin American Thoracic Society Diagnosis of idiopathic pulmonary fibrosis. An Official ATS/ERS/JRS/ALAT Clinical Practice Guideline. Am J Respir Crit Care Med . 2018;198:e44–e68. - PubMed
1. Ryerson CJ, Corte TJ, Lee JS, Richeldi L, Walsh SLF, Myers JL, et al. A standardized diagnostic ontology for fibrotic interstitial lung disease. An International Working Group perspective. Am J Respir Crit Care Med . 2017;196:1249–1254. - PMC - PubMed
1. Walsh SL, Calandriello L, Sverzellati N, Wells AU, Hansell DM, UIP Observer Consort Interobserver agreement for the ATS/ERS/JRS/ALAT criteria for a UIP pattern on CT. Thorax . 2016;71:45–51. - PubMed
1. Flaherty KR, Travis WD, Colby TV, Toews GB, Kazerooni EA, Gross BH, et al. Histopathologic variability in usual and nonspecific interstitial pneumonias. Am J Respir Crit Care Med . 2001;164:1722–1727. - PubMed
1. Monaghan H, Wells AU, Colby TV, du Bois RM, Hansell DM, Nicholson AG. Prognostic implications of histologic patterns in multiple surgical lung biopsies from patients with idiopathic interstitial pneumonias. Chest . 2004;125:522–526. - PubMed