Skip to main content
Top
Published in: Respiratory Research 1/2024

Open Access 01-12-2024 | Idiopathic Pulmonary Fibrosis | Research

A formula for predicting emphysema extent in combined idiopathic pulmonary fibrosis and emphysema

Authors: Athol U. Wells, Joseph Jacob, Nicola Sverzellati, Gary Cross, Joseph Barnett, Angelo De Lauretis, Katerina Antoniou, Derek Weycker, Mark Atwood, Klaus-Uwe Kirchgaessler, Vincent Cottin

Published in: Respiratory Research | Issue 1/2024

Login to get access

Abstract

Background

No single pulmonary function test captures the functional effect of emphysema in idiopathic pulmonary fibrosis (IPF). Without experienced radiologists, other methods are needed to determine emphysema extent. Here, we report the development and validation of a formula to predict emphysema extent in patients with IPF and emphysema.

Methods

The development cohort included 76 patients with combined IPF and emphysema at the Royal Brompton Hospital, London, United Kingdom. The formula was derived using stepwise regression to generate the weighted combination of pulmonary function data that fitted best with emphysema extent on high-resolution computed tomography. Test cohorts included patients from two clinical trials (n = 455 [n = 174 with emphysema]; NCT00047645, NCT00075998) and a real-world cohort from the Royal Brompton Hospital (n = 191 [n = 110 with emphysema]). The formula is only applicable for patients with IPF and concomitant emphysema and accordingly was not used to detect the presence or absence of emphysema.

Results

The formula was: predicted emphysema extent = 12.67 + (0.92 x percent predicted forced vital capacity) – (0.65 x percent predicted forced expiratory volume in 1 second) – (0.52 x percent predicted carbon monoxide diffusing capacity). A significant relationship between the formula and observed emphysema extent was found in both cohorts (R2 = 0.25, P < 0.0001; R2 = 0.47, P < 0.0001, respectively). In both, the formula better predicted observed emphysema extent versus individual pulmonary function tests. A 15% emphysema extent threshold, calculated using the formula, identified a significant difference in absolute changes from baseline in forced vital capacity at Week 48 in patients with baseline-predicted emphysema extent < 15% versus ≥ 15% (P = 0.0105).

Conclusion

The formula, designed for use in patients with IPF and emphysema, demonstrated enhanced ability to predict emphysema extent versus individual pulmonary function tests.

Trial registration

NCT00047645; NCT00075998.
Appendix
Available only for authorised users
Literature
1.
go back to reference Ley B, Collard HR, King TE. Clinical course and prediction of survival in idiopathic pulmonary fibrosis. Am J Respir Crit Care Med. 2011;183(4):431–40.PubMedCrossRef Ley B, Collard HR, King TE. Clinical course and prediction of survival in idiopathic pulmonary fibrosis. Am J Respir Crit Care Med. 2011;183(4):431–40.PubMedCrossRef
2.
go back to reference Raghu G, Remy-Jardin M, Myers JL, Richeldi L, Ryerson CJ, Lederer DJ, Behr J, Cottin V, Danoff SK, Morell F, et al. Diagnosis of idiopathic pulmonary fibrosis. An official ATS/ERS/JRS/ALAT clinical practice guideline. Am J Respir Crit Care Med. 2018;198(5):e44–e68.PubMedCrossRef Raghu G, Remy-Jardin M, Myers JL, Richeldi L, Ryerson CJ, Lederer DJ, Behr J, Cottin V, Danoff SK, Morell F, et al. Diagnosis of idiopathic pulmonary fibrosis. An official ATS/ERS/JRS/ALAT clinical practice guideline. Am J Respir Crit Care Med. 2018;198(5):e44–e68.PubMedCrossRef
3.
go back to reference Mejía M, Carrillo G, Rojas-Serrano J, Estrada A, Suárez T, Alonso D, Barrientos E, Gaxiola M, Navarro C, Selman M. Idiopathic pulmonary fibrosis and emphysema: decreased survival associated with severe pulmonary arterial hypertension. Chest. 2009;136(1):10–5.PubMedCrossRef Mejía M, Carrillo G, Rojas-Serrano J, Estrada A, Suárez T, Alonso D, Barrientos E, Gaxiola M, Navarro C, Selman M. Idiopathic pulmonary fibrosis and emphysema: decreased survival associated with severe pulmonary arterial hypertension. Chest. 2009;136(1):10–5.PubMedCrossRef
4.
go back to reference Cottin V, Hansell DM, Sverzellati N, Weycker D, Antoniou KM, Atwood M, Oster G, Kirchgaessler K-U, Collard HR, Wells AU. Effect of emphysema extent on serial lung function in patients with idiopathic pulmonary fibrosis. Am J Respir Crit Care Med. 2017;196(9):1162–71.PubMedCrossRef Cottin V, Hansell DM, Sverzellati N, Weycker D, Antoniou KM, Atwood M, Oster G, Kirchgaessler K-U, Collard HR, Wells AU. Effect of emphysema extent on serial lung function in patients with idiopathic pulmonary fibrosis. Am J Respir Crit Care Med. 2017;196(9):1162–71.PubMedCrossRef
5.
go back to reference Cottin V, Nunes H, Brillet PY, Delaval P, Devouassoux G, Tillie-Leblond I, Israel-Biet D, Court-Fortune I, Valeyre D, Cordier JF. Combined pulmonary fibrosis and emphysema: a distinct underrecognised entity. Eur Respir J. 2005;26(4):586–93.PubMedCrossRef Cottin V, Nunes H, Brillet PY, Delaval P, Devouassoux G, Tillie-Leblond I, Israel-Biet D, Court-Fortune I, Valeyre D, Cordier JF. Combined pulmonary fibrosis and emphysema: a distinct underrecognised entity. Eur Respir J. 2005;26(4):586–93.PubMedCrossRef
6.
go back to reference Cottin V, Selman M, Inoue Y, Wong AW, Corte TJ, Flaherty KR, Han MK, Jacob J, Johannson KA, Kitaichi M, et al. Syndrome of combined pulmonary fibrosis and emphysema: an official ATS/ERS/JRS/ALAT research statement. Am J Respir Crit Care Med. 2022;206(4):e7–e41.PubMedCrossRef Cottin V, Selman M, Inoue Y, Wong AW, Corte TJ, Flaherty KR, Han MK, Jacob J, Johannson KA, Kitaichi M, et al. Syndrome of combined pulmonary fibrosis and emphysema: an official ATS/ERS/JRS/ALAT research statement. Am J Respir Crit Care Med. 2022;206(4):e7–e41.PubMedCrossRef
7.
go back to reference Amariei DE, Dodia N, Deepak J, Hines SE, Galvin JR, Atamas SP, Todd NW. Combined pulmonary fibrosis and emphysema: pulmonary function testing and a pathophysiology perspective. Medicina (Kaunas). 2019;55(9):580.PubMedCrossRef Amariei DE, Dodia N, Deepak J, Hines SE, Galvin JR, Atamas SP, Todd NW. Combined pulmonary fibrosis and emphysema: pulmonary function testing and a pathophysiology perspective. Medicina (Kaunas). 2019;55(9):580.PubMedCrossRef
8.
go back to reference Çiftci F, Gülpınar B, Atasoy Ç, Kayacan O, Saryal S. Combined pulmonary fibrosis and emphysema: how does cohabitation affect respiratory functions? Adv Med Sci. 2019;64(2):285–91.PubMedCrossRef Çiftci F, Gülpınar B, Atasoy Ç, Kayacan O, Saryal S. Combined pulmonary fibrosis and emphysema: how does cohabitation affect respiratory functions? Adv Med Sci. 2019;64(2):285–91.PubMedCrossRef
9.
go back to reference Malli F, Papakosta D, Antoniou K, Dimadi M, Polychronopoulos V, Malagari K, Oikonomou A, Bouros DE, Daniil Z. Combined pulmonary fibrosis and emphysema characteristics in a Greek cohort. ERJ Open Res. 2019;5(1):00014–2018.PubMedPubMedCentralCrossRef Malli F, Papakosta D, Antoniou K, Dimadi M, Polychronopoulos V, Malagari K, Oikonomou A, Bouros DE, Daniil Z. Combined pulmonary fibrosis and emphysema characteristics in a Greek cohort. ERJ Open Res. 2019;5(1):00014–2018.PubMedPubMedCentralCrossRef
10.
go back to reference Jacob J, Bartholmai BJ, Rajagopalan S, Kokosi M, Maher TM, Nair A, Karwoski R, Renzoni E, Walsh SLF, Hansell DM, Wells AU. Functional and prognostic effects when emphysema complicates idiopathic pulmonary fibrosis. Eur Respir J. 2017;50(1):1700379.PubMedCrossRef Jacob J, Bartholmai BJ, Rajagopalan S, Kokosi M, Maher TM, Nair A, Karwoski R, Renzoni E, Walsh SLF, Hansell DM, Wells AU. Functional and prognostic effects when emphysema complicates idiopathic pulmonary fibrosis. Eur Respir J. 2017;50(1):1700379.PubMedCrossRef
11.
go back to reference Sugino K, Ishida F, Kikuchi N, Hirota N, Sano G, Sato K, Isobe K, Sakamoto S, Takai Y, Homma S. Comparison of clinical characteristics and prognostic factors of combined pulmonary fibrosis and emphysema versus idiopathic pulmonary fibrosis alone. Respirology. 2014;19(2):239–45.PubMedCrossRef Sugino K, Ishida F, Kikuchi N, Hirota N, Sano G, Sato K, Isobe K, Sakamoto S, Takai Y, Homma S. Comparison of clinical characteristics and prognostic factors of combined pulmonary fibrosis and emphysema versus idiopathic pulmonary fibrosis alone. Respirology. 2014;19(2):239–45.PubMedCrossRef
12.
go back to reference Bodlet A, Maury G, Jamart J, Dahlqvist C. Influence of radiological emphysema on lung function test in idiopathic pulmonary fibrosis. Respir Med. 2013;107(11):1781–8.PubMedCrossRef Bodlet A, Maury G, Jamart J, Dahlqvist C. Influence of radiological emphysema on lung function test in idiopathic pulmonary fibrosis. Respir Med. 2013;107(11):1781–8.PubMedCrossRef
13.
go back to reference Jankowich MD, Rounds S. Combined pulmonary fibrosis and emphysema alters physiology but has similar mortality to pulmonary fibrosis without emphysema. Lung. 2010;188(5):365–73.PubMedPubMedCentralCrossRef Jankowich MD, Rounds S. Combined pulmonary fibrosis and emphysema alters physiology but has similar mortality to pulmonary fibrosis without emphysema. Lung. 2010;188(5):365–73.PubMedPubMedCentralCrossRef
14.
go back to reference Kurashima K, Takayanagi N, Tsuchiya N, Kanauchi T, Ueda M, Hoshi T, Miyahara Y, Sugita Y. The effect of emphysema on lung function and survival in patients with idiopathic pulmonary fibrosis. Respirology. 2010;15(5):843–8.PubMedCrossRef Kurashima K, Takayanagi N, Tsuchiya N, Kanauchi T, Ueda M, Hoshi T, Miyahara Y, Sugita Y. The effect of emphysema on lung function and survival in patients with idiopathic pulmonary fibrosis. Respirology. 2010;15(5):843–8.PubMedCrossRef
15.
go back to reference Todd NW, Jeudy J, Lavania S, Franks TJ, Galvin JR, Deepak J, Britt EJ, Atamas SP. Centrilobular emphysema combined with pulmonary fibrosis results in improved survival. Fibrogenesis Tissue Repair. 2011;4(1):6.PubMedPubMedCentralCrossRef Todd NW, Jeudy J, Lavania S, Franks TJ, Galvin JR, Deepak J, Britt EJ, Atamas SP. Centrilobular emphysema combined with pulmonary fibrosis results in improved survival. Fibrogenesis Tissue Repair. 2011;4(1):6.PubMedPubMedCentralCrossRef
16.
go back to reference Ryerson CJ, Hartman T, Elicker BM, Ley B, Lee JS, Abbritti M, Jones KD, King TE Jr., Ryu J, Collard HR. Clinical features and outcomes in combined pulmonary fibrosis and emphysema in idiopathic pulmonary fibrosis. Chest. 2013;144(1):234–40.PubMedCrossRef Ryerson CJ, Hartman T, Elicker BM, Ley B, Lee JS, Abbritti M, Jones KD, King TE Jr., Ryu J, Collard HR. Clinical features and outcomes in combined pulmonary fibrosis and emphysema in idiopathic pulmonary fibrosis. Chest. 2013;144(1):234–40.PubMedCrossRef
17.
go back to reference Raghu G, Collard HR, Egan JJ, Martinez FJ, Behr J, Brown KK, Colby TV, Cordier JF, Flaherty KR, Lasky JA, et al. An official ATS/ERS/JRS/ALAT statement: idiopathic pulmonary fibrosis: evidence-based guidelines for diagnosis and management. Am J Respir Crit Care Med. 2011;183(6):788–824.PubMedPubMedCentralCrossRef Raghu G, Collard HR, Egan JJ, Martinez FJ, Behr J, Brown KK, Colby TV, Cordier JF, Flaherty KR, Lasky JA, et al. An official ATS/ERS/JRS/ALAT statement: idiopathic pulmonary fibrosis: evidence-based guidelines for diagnosis and management. Am J Respir Crit Care Med. 2011;183(6):788–824.PubMedPubMedCentralCrossRef
18.
go back to reference King TE Jr., Bradford WZ, Castro-Bernardini S, Fagan EA, Glaspole I, Glassberg MK, Gorina E, Hopkins PM, Kardatzke D, Lancaster L, et al. A phase 3 trial of pirfenidone in patients with idiopathic pulmonary fibrosis. N Engl J Med. 2014;370(22):2083–92.PubMedCrossRef King TE Jr., Bradford WZ, Castro-Bernardini S, Fagan EA, Glaspole I, Glassberg MK, Gorina E, Hopkins PM, Kardatzke D, Lancaster L, et al. A phase 3 trial of pirfenidone in patients with idiopathic pulmonary fibrosis. N Engl J Med. 2014;370(22):2083–92.PubMedCrossRef
19.
go back to reference Richeldi L, du Bois RM, Raghu G, Azuma A, Brown KK, Costabel U, Cottin V, Flaherty KR, Hansell DM, Inoue Y, et al. Efficacy and safety of nintedanib in idiopathic pulmonary fibrosis. N Engl J Med. 2014;370(22):2071–82.PubMedCrossRef Richeldi L, du Bois RM, Raghu G, Azuma A, Brown KK, Costabel U, Cottin V, Flaherty KR, Hansell DM, Inoue Y, et al. Efficacy and safety of nintedanib in idiopathic pulmonary fibrosis. N Engl J Med. 2014;370(22):2071–82.PubMedCrossRef
20.
go back to reference Walsh SLF, Maher TM, Kolb M, Poletti V, Nusser R, Richeldi L, Vancheri C, Wilsher ML, Antoniou KM, Behr J, et al. Diagnostic accuracy of a clinical diagnosis of idiopathic pulmonary fibrosis: an international case-cohort study. Eur Respir J. 2017;50(2):1700379.PubMedCrossRef Walsh SLF, Maher TM, Kolb M, Poletti V, Nusser R, Richeldi L, Vancheri C, Wilsher ML, Antoniou KM, Behr J, et al. Diagnostic accuracy of a clinical diagnosis of idiopathic pulmonary fibrosis: an international case-cohort study. Eur Respir J. 2017;50(2):1700379.PubMedCrossRef
21.
go back to reference Wells AU, Jacob J, Cross G, Barnett J, Weycker D, Atwood M, Kirchgaessler K-U, Cottin V. Development and testing of a formula for predicting emphysema extent in patients with idiopathic pulmonary fibrosis [abstract]. Am J Respir Crit Care Med. 2019;199:A2569. Wells AU, Jacob J, Cross G, Barnett J, Weycker D, Atwood M, Kirchgaessler K-U, Cottin V. Development and testing of a formula for predicting emphysema extent in patients with idiopathic pulmonary fibrosis [abstract]. Am J Respir Crit Care Med. 2019;199:A2569.
22.
go back to reference Wells AU, Desai SR, Rubens MB, Goh NSL, Cramer D, Nicholson AG, Colby TV, du Bois RM, Hansell DM. Idiopathic pulmonary fibrosis: a composite physiologic index derived from disease extent observed by computed tomography. Am J Respir Crit Care Med. 2003;167(7):962–9.PubMedCrossRef Wells AU, Desai SR, Rubens MB, Goh NSL, Cramer D, Nicholson AG, Colby TV, du Bois RM, Hansell DM. Idiopathic pulmonary fibrosis: a composite physiologic index derived from disease extent observed by computed tomography. Am J Respir Crit Care Med. 2003;167(7):962–9.PubMedCrossRef
23.
go back to reference Wells AU, Rubens MB, du Bois RM, Hansell DM. Serial CT in fibrosing alveolitis: prognostic significance of the initial pattern. AJR Am J Roentgenol. 1993;161(6):1159–65.PubMedCrossRef Wells AU, Rubens MB, du Bois RM, Hansell DM. Serial CT in fibrosing alveolitis: prognostic significance of the initial pattern. AJR Am J Roentgenol. 1993;161(6):1159–65.PubMedCrossRef
24.
go back to reference Raghu G, Brown KK, Bradford WZ, Starko K, Noble PW, Schwartz DA, King TE Jr., Idiopathic Pulmonary Fibrosis Study Group. A placebo-controlled trial of interferon gamma-1b in patients with idiopathic pulmonary fibrosis. N Engl J Med. 2004;350(2):125–33.PubMedCrossRef Raghu G, Brown KK, Bradford WZ, Starko K, Noble PW, Schwartz DA, King TE Jr., Idiopathic Pulmonary Fibrosis Study Group. A placebo-controlled trial of interferon gamma-1b in patients with idiopathic pulmonary fibrosis. N Engl J Med. 2004;350(2):125–33.PubMedCrossRef
25.
go back to reference King TE Jr., Albera C, Bradford WZ, Costabel U, Hormel P, Lancaster L, Noble PW, Sahn SA, Szwarcberg J, Thomeer M, et al. Effect of interferon gamma-1b on survival in patients with idiopathic pulmonary fibrosis (INSPIRE): a multicentre, randomised, placebo-controlled trial. Lancet. 2009;374(9685):222–8.PubMedCrossRef King TE Jr., Albera C, Bradford WZ, Costabel U, Hormel P, Lancaster L, Noble PW, Sahn SA, Szwarcberg J, Thomeer M, et al. Effect of interferon gamma-1b on survival in patients with idiopathic pulmonary fibrosis (INSPIRE): a multicentre, randomised, placebo-controlled trial. Lancet. 2009;374(9685):222–8.PubMedCrossRef
26.
go back to reference Soffer S, Morgenthau AS, Shimon O, Barash Y, Konen E, Glicksberg BS, Klang E. Artificial intelligence for interstitial lung disease analysis on chest computed tomography: a systematic review. Acad Radiol. 2022;29(Suppl 2):S226–S35.PubMedCrossRef Soffer S, Morgenthau AS, Shimon O, Barash Y, Konen E, Glicksberg BS, Klang E. Artificial intelligence for interstitial lung disease analysis on chest computed tomography: a systematic review. Acad Radiol. 2022;29(Suppl 2):S226–S35.PubMedCrossRef
27.
go back to reference Horimasu Y, Ohshimo S, Yamaguchi K, Sakamoto S, Masuda T, Nakashima T, Miyamoto S, Iwamoto H, Fujitaka K, Hamada H, et al. A machine-learning based approach to quantify fine crackles in the diagnosis of interstitial pneumonia: a proof-of-concept study. Medicine (Baltimore). 2021;100(7):e24738.PubMedCrossRef Horimasu Y, Ohshimo S, Yamaguchi K, Sakamoto S, Masuda T, Nakashima T, Miyamoto S, Iwamoto H, Fujitaka K, Hamada H, et al. A machine-learning based approach to quantify fine crackles in the diagnosis of interstitial pneumonia: a proof-of-concept study. Medicine (Baltimore). 2021;100(7):e24738.PubMedCrossRef
Metadata
Title
A formula for predicting emphysema extent in combined idiopathic pulmonary fibrosis and emphysema
Authors
Athol U. Wells
Joseph Jacob
Nicola Sverzellati
Gary Cross
Joseph Barnett
Angelo De Lauretis
Katerina Antoniou
Derek Weycker
Mark Atwood
Klaus-Uwe Kirchgaessler
Vincent Cottin
Publication date
01-12-2024
Publisher
BioMed Central
Published in
Respiratory Research / Issue 1/2024
Electronic ISSN: 1465-993X
DOI
https://doi.org/10.1186/s12931-023-02589-x

Other articles of this Issue 1/2024

Respiratory Research 1/2024 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine