Literature DB >> 28130610

Automated computer-based CT stratification as a predictor of outcome in hypersensitivity pneumonitis.

Joseph Jacob1, B J Bartholmai2, S Rajagopalan3, R Karwoski3, S M Mak4, W Mok4, G Della Casa5, K Sugino6, S L F Walsh7, A U Wells8, D M Hansell4.   

Abstract

BACKGROUND: Hypersensitivity pneumonitis (HP) has a variable clinical course. Modelling of quantitative CALIPER-derived CT data can identify distinct disease phenotypes. Mortality prediction using CALIPER analysis was compared to the interstitial lung disease gender, age, physiology (ILD-GAP) outcome model.
METHODS: CALIPER CT analysis of parenchymal patterns in 98 consecutive HP patients was compared to visual CT scoring by two radiologists. Functional indices including forced vital capacity (FVC) and diffusion capacity for carbon monoxide (DLco) in univariate and multivariate Cox mortality models. Automated stratification of CALIPER scores was evaluated against outcome models.
RESULTS: Univariate predictors of mortality included visual and CALIPER CT fibrotic patterns, and all functional indices. Multivariate analyses identified only two independent predictors of mortality: CALIPER reticular pattern (p = 0.001) and DLco (p < 0.0001). Automated stratification distinguished three distinct HP groups (log-rank test p < 0.0001). Substitution of automated stratified groups for FVC and DLco in the ILD-GAP model demonstrated no loss of model strength (C-Index = 0.73 for both models). Model strength improved when automated stratified groups were combined with the ILD-GAP model (C-Index = 0.77).
CONCLUSIONS: CALIPER-derived variables are the strongest CT predictors of mortality in HP. Automated CT stratification is equivalent to functional indices in the ILD-GAP model for predicting outcome in HP. KEY POINTS: • Computer CT analysis better predicts mortality than visual CT analysis in HP. • Quantitative CT analysis is equivalent to functional indices for prognostication in HP. • Prognostication using the ILD-GAP model improves when combined with quantitative CT analysis.

Entities:  

Keywords:  Computed tomography; Computer-assisted image analysis; Hypersensitivity pneumonitis; Interstitial lung disease; Staging

Mesh:

Year:  2017        PMID: 28130610     DOI: 10.1007/s00330-016-4697-4

Source DB:  PubMed          Journal:  Eur Radiol        ISSN: 0938-7994            Impact factor:   5.315


  30 in total

1.  Chronic hypersensitivity pneumonitis: high-resolution CT and radiographic features in 16 patients.

Authors:  B D Adler; S P Padley; N L Müller; M Remy-Jardin; J Remy
Journal:  Radiology       Date:  1992-10       Impact factor: 11.105

2.  Morphologic diversity of chronic pigeon breeder's disease: clinical features and survival.

Authors:  Miguel Gaxiola; Ivette Buendía-Roldán; Mayra Mejía; Guillermo Carrillo; Andrea Estrada; Mary Carmen Navarro; Jorge Rojas-Serrano; Moisés Selman
Journal:  Respir Med       Date:  2010-12-16       Impact factor: 3.415

Review 3.  Multidisciplinary Approach to Hypersensitivity Pneumonitis.

Authors:  Brett M Elicker; Kirk D Jones; Travis S Henry; Harold R Collard
Journal:  J Thorac Imaging       Date:  2016-03       Impact factor: 3.000

4.  Referenceless stratification of parenchymal lung abnormalities.

Authors:  Sushravya Raghunath; Srinivasan Rajagopalan; Ronald A Karwoski; Brian J Bartholmai; Richard A Robb
Journal:  Med Image Comput Comput Assist Interv       Date:  2011

5.  Mortality in Mexican patients with chronic pigeon breeder's lung compared with those with usual interstitial pneumonia.

Authors:  R Pérez-Padilla; J Salas; R Chapela; M Sánchez; G Carrillo; R Pérez; R Sansores; M Gaxiola; M Selman
Journal:  Am Rev Respir Dis       Date:  1993-07

6.  Prognostic implications of physiologic and radiographic changes in idiopathic interstitial pneumonia.

Authors:  Kevin R Flaherty; Jeanette A Mumford; Susan Murray; Ella A Kazerooni; Barry H Gross; Thomas V Colby; William D Travis; Andrew Flint; Galen B Toews; Joseph P Lynch; Fernando J Martinez
Journal:  Am J Respir Crit Care Med       Date:  2003-05-28       Impact factor: 21.405

7.  Distinct quantitative computed tomography emphysema patterns are associated with physiology and function in smokers.

Authors:  Peter J Castaldi; Raúl San José Estépar; Carlos S Mendoza; Craig P Hersh; Nan Laird; James D Crapo; David A Lynch; Edwin K Silverman; George R Washko
Journal:  Am J Respir Crit Care Med       Date:  2013-11-01       Impact factor: 21.405

8.  Automated Quantitative Computed Tomography Versus Visual Computed Tomography Scoring in Idiopathic Pulmonary Fibrosis: Validation Against Pulmonary Function.

Authors:  Joseph Jacob; Brian J Bartholmai; Srinivasan Rajagopalan; Maria Kokosi; Arjun Nair; Ronald Karwoski; Sushravya M Raghunath; Simon L F Walsh; Athol U Wells; David M Hansell
Journal:  J Thorac Imaging       Date:  2016-09       Impact factor: 3.000

9.  Computed tomography findings in pathological usual interstitial pneumonia: relationship to survival.

Authors:  Hiromitsu Sumikawa; Takeshi Johkoh; Thomas V Colby; Kazuya Ichikado; Moritaka Suga; Hiroyuki Taniguchi; Yasuhiro Kondoh; Takashi Ogura; Hiroaki Arakawa; Kiminori Fujimoto; Atsuo Inoue; Naoki Mihara; Osamu Honda; Noriyuki Tomiyama; Hironobu Nakamura; Nestor L Müller
Journal:  Am J Respir Crit Care Med       Date:  2007-11-01       Impact factor: 21.405

10.  Can CT distinguish hypersensitivity pneumonitis from idiopathic pulmonary fibrosis?

Authors:  D A Lynch; J D Newell; P M Logan; T E King; N L Müller
Journal:  AJR Am J Roentgenol       Date:  1995-10       Impact factor: 3.959

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  8 in total

Review 1.  Hypersensitivity pneumonitis.

Authors:  Ulrich Costabel; Yasunari Miyazaki; Annie Pardo; Dirk Koschel; Francesco Bonella; Paolo Spagnolo; Josune Guzman; Christopher J Ryerson; Moises Selman
Journal:  Nat Rev Dis Primers       Date:  2020-08-06       Impact factor: 52.329

2.  Novel Assessment of Interstitial Lung Disease Using the "Computer-Aided Lung Informatics for Pathology Evaluation and Rating" (CALIPER) Software System in Idiopathic Inflammatory Myopathies.

Authors:  Patompong Ungprasert; Katelynn M Wilton; Floranne C Ernste; Sanjay Kalra; Cynthia S Crowson; Srinivasan Rajagopalan; Brian J Bartholmai
Journal:  Lung       Date:  2017-07-07       Impact factor: 2.584

3.  Chronic hypersensitivity pneumonitis: identification of key prognostic determinants using automated CT analysis.

Authors:  Joseph Jacob; Brian J Bartholmai; Ryoko Egashira; Anne Laure Brun; Srinivasan Rajagopalan; Ronald Karwoski; Maria Kokosi; David M Hansell; Athol U Wells
Journal:  BMC Pulm Med       Date:  2017-05-04       Impact factor: 3.317

Review 4.  Fibrotic Hypersensitivity Pneumonitis: Key Issues in Diagnosis and Management.

Authors:  Vasileios Kouranos; Joseph Jacob; Andrew Nicholson; Elizabetta Renzoni
Journal:  J Clin Med       Date:  2017-06-15       Impact factor: 4.241

Review 5.  Computer-Aided quantitative analysis in interstitial lung diseases - A pictorial review using CALIPER.

Authors:  Bhavin G Jankharia; Bhoomi A Angirish
Journal:  Lung India       Date:  2021 Mar-Apr

6.  Lung vessel volume evaluated with CALIPER software is an independent predictor of mortality in COVID-19 patients: a multicentric retrospective analysis.

Authors:  Chiara Romei; Zeno Falaschi; Pietro S C Danna; Chiara Airoldi; Michele Tonerini; Erika Rocchi; Salvatore C Fanni; Claudio D'Amelio; Greta Barbieri; Giusy Tiseo; Roberto Arioli; Alessio Paschè; Ronald A Karwoski; Annalisa De Liperi; Brian J Bartholmai; Alessandro Carriero
Journal:  Eur Radiol       Date:  2022-01-13       Impact factor: 7.034

Review 7.  Monitoring and management of fibrosing interstitial lung diseases: a narrative review for practicing clinicians.

Authors:  Anoop M Nambiar; Christopher M Walker; Jeffrey A Sparks
Journal:  Ther Adv Respir Dis       Date:  2021 Jan-Dec       Impact factor: 5.158

8.  Effects of nintedanib by inclusion criteria for progression of interstitial lung disease.

Authors:  Toby M Maher; Kevin K Brown; Michael Kreuter; Anand Devaraj; Simon L F Walsh; Lisa H Lancaster; Elizabeth A Belloli; Maria Padilla; Juergen Behr; Rainer-Georg Goeldner; Kay Tetzlaff; Rozsa Schlenker-Herceg; Kevin R Flaherty
Journal:  Eur Respir J       Date:  2022-02-03       Impact factor: 16.671

  8 in total

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