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1.
J Heart Lung Transplant ; 43(7): 1174-1182, 2024 Jul.
Article in English | MEDLINE | ID: mdl-38556070

ABSTRACT

BACKGROUND: Lung transplantation remains the sole curative option for patients with idiopathic pulmonary fibrosis (IPF), but donor organs remain scarce, and many eligible patients die before transplant. Tools to optimize the timing of transplant referrals are urgently needed. METHODS: Least absolute shrinkage and selection operator was applied to clinical and proteomic data generated as part of a prospective cohort study of interstitial lung disease (ILD) to derive clinical, proteomic, and multidimensional logit models of near-term death or lung transplant within 18 months of blood draw. Model-fitted values were dichotomized at the point of maximal sensitivity and specificity, and decision curve analysis was used to select the best-performing classifier. We then applied this classifier to independent IPF and non-IPF ILD cohorts to determine test performance characteristics. Cohorts were restricted to patients aged ≤72 years with body mass index 18 to 32 to increase the likelihood of transplant eligibility. RESULTS: IPF derivation, IPF validation, and non-IPF ILD validation cohorts consisted of 314, 105, and 295 patients, respectively. A multidimensional model comprising 2 clinical variables and 20 proteins outperformed stand-alone clinical and proteomic models. Following dichotomization, the multidimensional classifier predicted near-term outcome with 70% sensitivity and 92% specificity in the IPF validation cohort and 70% sensitivity and 80% specificity in the non-IPF ILD validation cohort. CONCLUSIONS: A multidimensional classifier of near-term outcomes accurately discriminated this end-point with good test performance across independent IPF and non-IPF ILD cohorts. These findings support refinement and prospective validation of this classifier in transplant-eligible individuals.


Subject(s)
Idiopathic Pulmonary Fibrosis , Lung Transplantation , Referral and Consultation , Humans , Male , Female , Middle Aged , Prospective Studies , Idiopathic Pulmonary Fibrosis/surgery , Idiopathic Pulmonary Fibrosis/classification , Idiopathic Pulmonary Fibrosis/diagnosis , Idiopathic Pulmonary Fibrosis/blood , Aged , Proteomics
2.
Am J Respir Crit Care Med ; 209(9): 1121-1131, 2024 05 01.
Article in English | MEDLINE | ID: mdl-38207093

ABSTRACT

Rationale: Computed tomography (CT) enables noninvasive diagnosis of usual interstitial pneumonia (UIP), but enhanced image analyses are needed to overcome the limitations of visual assessment. Objectives: Apply multiple instance learning (MIL) to develop an explainable deep learning algorithm for prediction of UIP from CT and validate its performance in independent cohorts. Methods: We trained an MIL algorithm using a pooled dataset (n = 2,143) and tested it in three independent populations: data from a prior publication (n = 127), a single-institution clinical cohort (n = 239), and a national registry of patients with pulmonary fibrosis (n = 979). We tested UIP classification performance using receiver operating characteristic analysis, with histologic UIP as ground truth. Cox proportional hazards and linear mixed-effects models were used to examine associations between MIL predictions and survival or longitudinal FVC. Measurements and Main Results: In two cohorts with biopsy data, MIL improved accuracy for histologic UIP (area under the curve, 0.77 [n = 127] and 0.79 [n = 239]) compared with visual assessment (area under the curve, 0.65 and 0.71). In cohorts with survival data, MIL-UIP classifications were significant for mortality (n = 239, mortality to April 2021: unadjusted hazard ratio, 3.1; 95% confidence interval [CI], 1.96-4.91; P < 0.001; and n = 979, mortality to July 2022: unadjusted hazard ratio, 3.64; 95% CI, 2.66-4.97; P < 0.001). Individuals classified as UIP positive by the algorithm had a significantly greater annual decline in FVC than those classified as UIP negative (-88 ml/yr vs. -45 ml/yr; n = 979; P < 0.01), adjusting for extent of lung fibrosis. Conclusions: Computerized assessment using MIL identifies clinically significant features of UIP on CT. Such a method could improve confidence in radiologic assessment of patients with interstitial lung disease, potentially enabling earlier and more precise diagnosis.


Subject(s)
Deep Learning , Tomography, X-Ray Computed , Humans , Female , Male , Middle Aged , Aged , Idiopathic Pulmonary Fibrosis/diagnostic imaging , Idiopathic Pulmonary Fibrosis/classification , Idiopathic Pulmonary Fibrosis/mortality , Lung Diseases, Interstitial/diagnostic imaging , Lung Diseases, Interstitial/mortality , Cohort Studies , Prognosis , Predictive Value of Tests , Algorithms
3.
Comput Math Methods Med ; 2021: 7922594, 2021.
Article in English | MEDLINE | ID: mdl-34646338

ABSTRACT

BACKGROUND: Idiopathic Pulmonary Fibrosis (IPF) is one of the most common idiopathic interstitial pneumonia, which can occur all over the world. The median survival time of patients is about 3-5 years, and the mortality is relatively high. OBJECTIVE: To reveal the potential molecular characteristics of IPF and deepen the understanding of the molecular mechanism of IPF. In order to provide some guidance for the clinical treatment, new drug development, and prognosis judgment of IPF. Although the preliminary conclusion of this study has certain guiding significance for the treatment of IPF and so on, it needs more accurate analytical approaches and large sample clinical trials to verify. METHODS: 220 patients with IPF were divided into different subgroups according to the gene expression profiles, which were obtained from the Gene Expression Omnibus (GEO) database. In addition, these subgroups present different expression forms and clinical features. Therefore, weighted gene coexpression analysis (WGCNA) was used to seek the differences between subtypes. And six subgroup-specific WGCNA modules were identified. RESULTS: Combined with the characteristics of WGCNA and KEGG enrichment modules, the autophagic pathway was only upregulated in subgroup I and enriched significantly. The differentiation pathways of Th1 and Th2 cells were only upregulated and enriched in subgroup II. At the same time, combined with clinical information, IPF patients in subgroup II were older and more serious, which may be closely related to the differentiation of Th1 and Th2 cells. In contrast, the neuroactive ligand-receptor interaction pathway and Ca+ signaling pathway were significantly upregulated and enriched in subgroup III. Although there was no significant difference in prognosis between subgroup I and subgroup III, their intrinsic biological characteristics were very different. These results suggest that the subtypes may represent risk factors of age and intrinsic biological characteristics and may also partly reflect the severity of the disease. CONCLUSION: In conclusion, current studies have improved our understanding of IPF-related molecular mechanisms. At the same time, because the results show that patients from different subgroups may have their own unique gene expression patterns, it reminds us that patients in each subgroup should receive more personalized treatment.


Subject(s)
Idiopathic Pulmonary Fibrosis/classification , Idiopathic Pulmonary Fibrosis/genetics , Case-Control Studies , Computational Biology , Databases, Genetic , Female , Gene Expression Profiling/statistics & numerical data , Humans , Male , Molecular Sequence Annotation , Principal Component Analysis , Prognosis
4.
Sci Rep ; 11(1): 16481, 2021 08 13.
Article in English | MEDLINE | ID: mdl-34389774

ABSTRACT

The purpose of this study was to evaluate the implications of the 2018 updated guideline for the diagnosis of idiopathic pulmonary fibrosis (IPF) in clinical practice compared to 2011 guideline. This study involved 535 patients including 339 IPF and 196 non-IPF, and we retrospectively evaluated CT classifications of usual interstitial pneumonia (UIP) by two guidelines. Interobserver agreement of 2018 criteria showed moderate reliability (κ = 0.53) comparable to 2011 (κ = 0.56) but interobserver agreement for probable UIP was fair (κ = 0.40). CT pattern of indeterminate for UIP was associated with better prognosis compared with the other groups (adjusted hazard ratio [HR] = 0.36, p < 0.001). Compared to possible UIP, probable UIP demonstrated a lower positive predictive value (PPV, 62.9% vs 65.8%). In analysis of patients with CT patterns of non-definite UIP, diagnosing IPF when CT pattern showed probable UIP with lymphocyte count ≤ 15% in BAL fluid, and either male sex or age ≥ 60 years showed a high specificity of 90.6% and a PPV of 80.8% in the validation cohort. The 2018 criteria provide better prognostic stratification than the 2011 in patients with possible UIP. BAL fluid analysis can improve the diagnostic certainty for IPF diagnosis in patients with probable UIP CT pattern.


Subject(s)
Idiopathic Pulmonary Fibrosis/diagnosis , Age Factors , Diagnosis, Differential , Female , Humans , Idiopathic Pulmonary Fibrosis/classification , Idiopathic Pulmonary Fibrosis/mortality , Lung Diseases, Interstitial/classification , Lung Diseases, Interstitial/diagnosis , Male , Middle Aged , Observer Variation , Practice Guidelines as Topic , Practice Patterns, Physicians'/statistics & numerical data , Prognosis , Sensitivity and Specificity , Sex Factors , Survival Analysis
6.
Am J Respir Crit Care Med ; 203(2): 211-220, 2021 01 15.
Article in English | MEDLINE | ID: mdl-32721166

ABSTRACT

Rationale: Usual interstitial pneumonia (UIP) is the defining morphology of idiopathic pulmonary fibrosis (IPF). Guidelines for IPF diagnosis conditionally recommend surgical lung biopsy for histopathology diagnosis of UIP when radiology and clinical context are not definitive. A "molecular diagnosis of UIP" in transbronchial lung biopsy, the Envisia Genomic Classifier, accurately predicted histopathologic UIP.Objectives: We evaluated the combined accuracy of the Envisia Genomic Classifier and local radiology in the detection of UIP pattern.Methods: Ninety-six patients who had diagnostic lung pathology as well as a transbronchial lung biopsy for molecular testing with Envisia Genomic Classifier were included in this analysis. The classifier results were scored against reference pathology. UIP identified on high-resolution computed tomography (HRCT) as documented by features in local radiologists' reports was compared with histopathology.Measurements and Main Results: In 96 patients, the Envisia Classifier achieved a specificity of 92.1% (confidence interval [CI],78.6-98.3%) and a sensitivity of 60.3% (CI, 46.6-73.0%) for histology-proven UIP pattern. Local radiologists identified UIP in 18 of 53 patients with UIP histopathology, with a sensitivity of 34.0% (CI, 21.5-48.3%) and a specificity of 96.9% (CI, 83.8-100%). In conjunction with HRCT patterns of UIP, the Envisia Classifier results identified 24 additional patients with UIP (sensitivity 79.2%; specificity 90.6%).Conclusions: In 96 patients with suspected interstitial lung disease, the Envisia Genomic Classifier identified UIP regardless of HRCT pattern. These results suggest that recognition of a UIP pattern by the Envisia Genomic Classifier combined with HRCT and clinical factors in a multidisciplinary discussion may assist clinicians in making an interstitial lung disease (especially IPF) diagnosis without the need for a surgical lung biopsy.


Subject(s)
Genomics/methods , Idiopathic Pulmonary Fibrosis/diagnosis , Idiopathic Pulmonary Fibrosis/genetics , Tomography, X-Ray Computed , Adult , Aged , Aged, 80 and over , Female , Genetic Markers , Humans , Idiopathic Pulmonary Fibrosis/classification , Male , Middle Aged , Prospective Studies , Reproducibility of Results , Sensitivity and Specificity , Tomography, X-Ray Computed/methods
7.
Respir Med Res ; 77: 72-78, 2020 Mar.
Article in English | MEDLINE | ID: mdl-32416587

ABSTRACT

INTRODUCTION: The new 2018 international guidelines for diagnosing usual interstitial pneumonia (UIP)/idiopathic pulmonary fibrosis (IPF) by CT scan split the old pattern possible UIP (2011 IPF guidelines) into two new patterns: probable UIP and indeterminate for UIP. However, the proportions and prognoses of these new CT-scan patterns are not clear. METHODS: We used a monocentric retrospective cohort of 322 patients suspected of having IPF (University Hospital of Rennes; Competence Center for Rare Lung Diseases; 1 January 2012-31 December 2017). All patients initially diagnosed by CT scan as possible UIP were included. The chest CT-scans were then reclassified according to the new 2018 international guidelines by 3 observers. These data were then subjected to survival analysis with multivariate Cox regression using a composite endpoint of death, lung transplantation, a decline of≥10% in forced vital capacity (FVC), or hospitalization. RESULTS: Of the 89 possible UIP patients included, 74 (83%) were reclassified as probable UIP and 15 (17%) as indeterminate for UIP. Probable UIP patients were more likely to meet the composite endpoint (56/74 [75.7%] vs. 5/15 [33%] patients; HR [IC 95%] =3.12 [1.24; 7.83], P=0.015). Multivariate analysis indicated that the probable UIP pattern was associated with significantly increased risk of reaching the composite endpoint (HR [95% CI]=2.85[1.00; 8.10], P=0.049). CONCLUSION: The majority of possible UIP diagnoses corresponded to probable UIP, which was associated with a significantly worse prognosis than indeterminate for UIP. This distinction between these two CT patterns emphasizes the relevance of the new international guidelines for the diagnosis of IPF.


Subject(s)
Diagnostic Techniques, Respiratory System/standards , Idiopathic Pulmonary Fibrosis/classification , Idiopathic Pulmonary Fibrosis/diagnosis , Aged , Aged, 80 and over , Cohort Studies , Female , France/epidemiology , Humans , Idiopathic Pulmonary Fibrosis/drug therapy , Idiopathic Pulmonary Fibrosis/epidemiology , Indoles/therapeutic use , Internationality , Male , Middle Aged , Practice Guidelines as Topic , Prognosis , Pyridones/therapeutic use , Retrospective Studies , Tomography, X-Ray Computed , Treatment Outcome
8.
Am J Pathol ; 190(7): 1382-1396, 2020 07.
Article in English | MEDLINE | ID: mdl-32275906

ABSTRACT

Pulmonary hypertension and pulmonary vascular remodeling (PVR) are common in many lung diseases leading to right ventricular dysfunction and death. Differences in PVR result in significant prognostic divergences in both the pulmonary arterial and venous compartments, as in pulmonary arterial hypertension (PAH) and pulmonary veno-occlusive disease (PVOD), respectively. Our goal was to identify compartment-specific molecular hallmarks of PVR, considering the risk of life-threatening pulmonary edema in PVOD, if treated by conventional pulmonary hypertension therapy. Formalin-fixed and paraffin-embedded tissues from fresh explanted human lungs of patients with PVOD (n = 19), PAH (n = 20), idiopathic pulmonary fibrosis (n = 13), and chronic obstructive pulmonary disease (n = 15), were analyzed for inflammation and kinome-related gene regulation. The generated neuronal network differentiated PVOD from PAH samples with a sensitivity of 100% and a specificity of 92% in a randomly chosen validation set, a level far superior to established diagnostic algorithms. Further, various alterations were identified regarding the gene expression of explanted lungs with PVR, compared with controls. Specifically, the dysregulation of microtubule-associated serine/threonine kinase 2 and protein-o-mannose kinase SGK196 in all disease groups suggests a key role in pulmonary vasculopathy for the first time. Our findings promise to help develop novel target-specific interventions and innovative approaches to facilitate clinical diagnostics in an elusive group of diseases.


Subject(s)
Airway Remodeling/physiology , Hypertension, Pulmonary/physiopathology , Pulmonary Veno-Occlusive Disease/physiopathology , Adolescent , Adult , Aged , Child , Child, Preschool , Female , Humans , Hypertension, Pulmonary/classification , Hypertension, Pulmonary/diagnosis , Idiopathic Pulmonary Fibrosis/classification , Idiopathic Pulmonary Fibrosis/diagnosis , Idiopathic Pulmonary Fibrosis/physiopathology , Male , Middle Aged , Pulmonary Disease, Chronic Obstructive/classification , Pulmonary Disease, Chronic Obstructive/diagnosis , Pulmonary Disease, Chronic Obstructive/physiopathology , Pulmonary Veno-Occlusive Disease/classification , Pulmonary Veno-Occlusive Disease/diagnosis , Transcriptome , Young Adult
9.
PLoS One ; 15(1): e0228390, 2020.
Article in English | MEDLINE | ID: mdl-31999801

ABSTRACT

BACKGROUND: The safety of pirfenidone on pulmonary fibrosis patients with other kinds of interstitial lung diseases (ILDs) in addition to idiopathic pulmonary fibrosis (IPF) is unknown. Furthermore, its effectiveness-related factors on IPF patients are not quite explored. METHODS: A retrospective study, on patients prescribed pirfenidone for pulmonary fibrosis, was conducted to assess effectiveness on IPF patients and tolerability of all patients with lung fibrosis. The effectiveness of pirfenidone was tested on 110 IPF subjects receiving treatment for ≥3 months by high-resolution computed tomography (HRCT). Response-linked factors and progression-free survival (PFS) were also analyzed. The data about safety outcomes and drug dose adjustments were collected from all included subjects. RESULTS: A total of 176 subjects were included: 117 were IPF, 19 connective tissue disease-associated interstitial lung disease (CTD-ILD), and 40 unclassifiable ILD. Out of the 110 IPF subjects, 89 subjects were assessed as stable and 21 as progressive, out of which 10 died of acute exacerbation and 11 progressed. The effectiveness was significantly related to their baseline body mass index (BMI). IPF subjects with BMI>25kg/m2 or diffusion capacity of carbon monoxide (DLco)>30% had higher PFS rate. The most common adverse events were skin-related and gastrointestinal-related. Drug discontinuation owing to adverse events occurred similarly in these three groups. CONCLUSION: Pirfenidone was well tolerated in most of the lung fibrosis patients besides IPF, with a similar pattern of adverse events. Nearly 80% of IPF subjects were assessed as stable. More benefits were seen in IPF patients with higher BMI or mild-to-moderate disease.


Subject(s)
Anti-Inflammatory Agents, Non-Steroidal/administration & dosage , Idiopathic Pulmonary Fibrosis/drug therapy , Pyridones/administration & dosage , Aged , Anti-Inflammatory Agents, Non-Steroidal/adverse effects , Body Mass Index , Carbon Monoxide/chemistry , China , Female , Humans , Idiopathic Pulmonary Fibrosis/classification , Idiopathic Pulmonary Fibrosis/diagnostic imaging , Male , Middle Aged , Pyridones/adverse effects , Retrospective Studies , Tomography, X-Ray Computed , Treatment Outcome , Vital Capacity
10.
BMC Pulm Med ; 19(1): 228, 2019 Nov 29.
Article in English | MEDLINE | ID: mdl-31783748

ABSTRACT

BACKGROUND: Idiopathic pulmonary fibrosis (IPF) is a progressive interstitial pneumonia with an unpredictable course. The aims of this study were to retrospectively re-evaluate a cohort of patients with IPF according to the 2011 international IPF guidelines and 1) to characterize the subgroups of patients when classified according to their observed survival times and 2) to evaluate whether Composite Physiologic Index (CPI), Gender-Age-Physiology (GAP) Index or clinical variables could predict mortality. METHODS: Retrospective data was collected and patients were classified into subgroups according to their observed lifespans. Differences in clinical variables, CPI and GAP stages as well as in comorbidities were investigated between the subgroups. Predictors of mortality were identified by COX proportional hazard analyses. RESULTS: A total of 132 patients were included in this study. The disease course was rapid (≤ 2 years) in 30.0%, moderate (2-5 years) in 28.0% and slow (≥ 5 years) in 29.0% of the patients. Pulmonary function tests (PFT) and CPI at baseline differentiated significantly between the rapid disease course group and those patients with longer survival times. However, the predictive accuracy of the investigated clinical variables was mainly less than 0.80. The proportions of patients with comorbidities did not differ between the subgroups, but more patients with a rapid disease course were diagnosed with heart failure after the diagnosis of IPF. Most patients with a rapid disease course were categorized in GAP stages I and II, but all patients in GAP stage III had a rapid disease course. The best predictive multivariable model included age, gender and CPI. GAP staging had slightly better accuracy (0.67) than CPI (0.64) in predicting 2-year mortality. CONCLUSIONS: Although the patients with a rapid disease course could be differentiated at baseline in terms of PFT and CPI, the predictive accuracy of any single clinical variable as well as CPI and GAP remained low. GAP staging was unable to identify the majority of patients with a rapid disease progression. It is challenging to predict disease progression and mortality in IPF even with risk prediction models.


Subject(s)
Disease Progression , Idiopathic Pulmonary Fibrosis/classification , Aged , Aged, 80 and over , Female , Humans , Idiopathic Pulmonary Fibrosis/complications , Male , Middle Aged , Retrospective Studies
11.
Rev. chil. enferm. respir ; 35(4): 275-277, dic. 2019. graf
Article in Spanish | LILACS | ID: biblio-1092706

ABSTRACT

En la última actualización de las Guías de Práctica Clínica de la ATS/ERS/JRS/ALAT de fibrosis pulmonar idiopática (FPI) se propone una nueva forma de clasificar los patrones histopatológicos en 4 tipos: definitivo de neumonía intersticial usual (NIU), probable NIU, indeterminado y alternativo a NIU. Una remodelación fibrótica heterogénea de la arquitectura normal del parénquima pulmonar, con cicatrización destructiva en forma de "panal de abejas", presencia de focos fibroblásticos y distribución predominantemente subpleural y paraseptal, con escaso infiltrado inflamatorio intersticial de tipo crónico, asociado a la ausencia de elementos sugerentes de causas secundarias como distribución bronquiolocéntrica, predominio de infiltrados intersticiales inflamatorios o granulomas mal formados, permite un diagnóstico certero de FPI en un escenario clínico-radiológico adecuado.


In the latest update of the ATS/ERS/JRS/ALAT Clinical Practice Guidelines for idiopathic pulmonary fibrosis (IPF), a new way of classifying histopathological patterns in 4 types is proposed: definitive usual interstitial pneumonia (UIP), probable UIP, indeterminate and alternative to UIP. A heterogeneous fibrotic remodeling of the normal architecture of the pulmonary parenchyma, with destructive scarring in the form of "honeycomb", presence of fibroblastic foci and predominantly subpleural and paraseptal distribution, with scarce chronic interstitial inflammatory infiltrate, associated with the absence of elements suggestive of secondary causes such as bronchiolocentric distribution, predominance of inflammatory interstitial infiltrates or poorly formed granulomas, allows an accurate diagnosis of IPF in an appropriate clinical-radiological scenario.


Subject(s)
Humans , Idiopathic Pulmonary Fibrosis/classification , Idiopathic Pulmonary Fibrosis/pathology
12.
Chron Respir Dis ; 16: 1479973119869334, 2019.
Article in English | MEDLINE | ID: mdl-31431063

ABSTRACT

Acute exacerbation (AE) of idiopathic pulmonary fibrosis (IPF) is defined as a sudden acceleration of the disease with the appearance of pulmonary infiltrates superimposed on the characteristic pattern of IPF that leads to a significant decline in lung function. It has high in-hospital mortality rates, despite medical treatment with systematic steroids. We sought to investigate whether there were in-hospital mortality differences according to clinical stratification (AE, suspected AE, or AE of known cause) and/or treatment with systemic steroids. We reviewed the clinical characteristics and outcomes of patients with IPF admitted to our hospital during the years 2003-2014 due to a worsening of their clinical status. We identified 50 IPF patients, 9 with AE (18%), 12 with suspected exacerbation (24%), and 29 with AE of known cause (58%), mostly respiratory infections. In-hospital mortality was similar in the three groups (33% vs. 17% vs. 34%, respectively). Likewise, we did not find differences between them with respect to the use of systemic steroids (length of treatment duration or total dose). Nevertheless, there was an independent association between in-hospital mortality and high average daily steroid dose. We did not observe significant differences in prognosis or use of systemic steroids according to current diagnostic stratification groups in patients hospitalized because of an exacerbation of IPF.


Subject(s)
Adrenal Cortex Hormones/therapeutic use , Hospital Mortality , Idiopathic Pulmonary Fibrosis/classification , Idiopathic Pulmonary Fibrosis/drug therapy , Acute Disease , Adrenal Cortex Hormones/administration & dosage , Aged , Aged, 80 and over , Disease Progression , Female , Humans , Idiopathic Pulmonary Fibrosis/etiology , Idiopathic Pulmonary Fibrosis/mortality , Male , Middle Aged , Retrospective Studies , Tomography, X-Ray Computed/methods
13.
Arch Pathol Lab Med ; 143(1): 30-33, 2019 01.
Article in English | MEDLINE | ID: mdl-30785335

ABSTRACT

CONTEXT.­: High-resolution computed tomography (HRCT) imaging has an increasingly important role in clinical decision-making in patients with interstitial lung diseases. The recent Fleischner Society white paper on the diagnostic criteria for idiopathic pulmonary fibrosis highlights the advances in our understanding of HRCT imaging in interstitial lung diseases. OBJECTIVE.­: To discuss the evidence and recommendations outlined in the white paper as it pertains to the radiologic diagnosis of interstitial lung disease, specifically highlighting the current limitations of HRCT in confidently predicting histopathologic findings. DATA SOURCES.­: The recent Fleischner Society white paper and other studies pertaining to the role of HRCT in predicting histopathology in interstitial lung diseases are reviewed. CONCLUSIONS.­: High-resolution computed tomography is highly predictive of a usual interstitial pneumonia (UIP) pattern on histopathology when the HRCT shows a typical UIP pattern on a "confident" read by the radiologist. A probable UIP pattern is also very predictive of a UIP pattern on histopathology, and histopathologic confirmation is not needed for most patients demonstrating this pattern in the appropriate clinical setting. A UIP pattern may be seen in a substantial proportion of patients with an "indeterminate UIP" pattern on HRCT and in many patients for whom the HRCT suggests an alternative diagnosis; histopathologic confirmation should be considered in patients demonstrating these patterns whenever feasible.


Subject(s)
Idiopathic Pulmonary Fibrosis/diagnostic imaging , Lung Diseases, Interstitial/diagnostic imaging , Humans , Idiopathic Pulmonary Fibrosis/classification , Idiopathic Pulmonary Fibrosis/pathology , Lung/diagnostic imaging , Lung/pathology , Lung Diseases, Interstitial/classification , Lung Diseases, Interstitial/pathology , Tomography, X-Ray Computed
14.
Respir Med ; 143: 147-152, 2018 10.
Article in English | MEDLINE | ID: mdl-30261987

ABSTRACT

BACKGROUND: Respiratory-related hospitalization, in particular acute exacerbation of idiopathic pulmonary fibrosis (AE-IPF), is common and associated with increasing mortality in patients with IPF. We aimed to evaluate the implications of a newly proposed framework of acute respiratory deterioration (ARD) and AE-IPF in hospitalized patients. METHODS: Using the data of an IPF cohort consisting of 225 consecutive patients, we retrospectively studied first hospitalizations from January 2008 to December 2017. We analysed the demographics and 90-day mortality of patients with AE-IPF and those with parenchymal cause of ARD other than AE. RESULTS: Among 122 patients with first hospitalization for ARD, 35 patients were diagnosed with AE-IPF, including 11 patients with triggered AE. Parenchymal cause of ARD other than AE was diagnosed in 71 patients, and extra-parenchymal cause in 16 patients. Almost all hospitalized patients (93%) underwent chest CT, and 83% of patients with AE-IPF underwent bronchoalveolar lavage. There was a significant difference in the anti-inflammatory therapy between the AE-IPF group and parenchymal cause of ARD other than AE group (p < 0.001). AE-IPF was independently associated with poor survival in multivariate Cox proportional regression analysis. CONCLUSIONS: AE-IPF accounted for about 30% of first hospitalizations for ARD, and differentiation between AE-IPF and the other categories in ARD is important from a therapeutic and a prognostic point of view.


Subject(s)
Acute-Phase Reaction/classification , Idiopathic Pulmonary Fibrosis/classification , Idiopathic Pulmonary Fibrosis/physiopathology , Respiration , Acute-Phase Reaction/etiology , Acute-Phase Reaction/mortality , Aged , Cohort Studies , Disease Progression , Female , Hospitalization/statistics & numerical data , Humans , Idiopathic Pulmonary Fibrosis/mortality , Male , Middle Aged , Proportional Hazards Models , Retrospective Studies , Survival Rate , Time Factors
15.
Lancet Respir Med ; 6(11): 837-845, 2018 11.
Article in English | MEDLINE | ID: mdl-30232049

ABSTRACT

BACKGROUND: Based on international diagnostic guidelines, high-resolution CT plays a central part in the diagnosis of fibrotic lung disease. In the correct clinical context, when high-resolution CT appearances are those of usual interstitial pneumonia, a diagnosis of idiopathic pulmonary fibrosis can be made without surgical lung biopsy. We investigated the use of a deep learning algorithm for provision of automated classification of fibrotic lung disease on high-resolution CT according to criteria specified in two international diagnostic guideline statements: the 2011 American Thoracic Society (ATS)/European Respiratory Society (ERS)/Japanese Respiratory Society (JRS)/Latin American Thoracic Association (ALAT) guidelines for diagnosis and management of idiopathic pulmonary fibrosis and the Fleischner Society diagnostic criteria for idiopathic pulmonary fibrosis. METHODS: In this case-cohort study, for algorithm development and testing, a database of 1157 anonymised high-resolution CT scans showing evidence of diffuse fibrotic lung disease was generated from two institutions. We separated the scans into three non-overlapping cohorts (training set, n=929; validation set, n=89; and test set A, n=139) and classified them using 2011 ATS/ERS/JRS/ALAT idiopathic pulmonary fibrosis diagnostic guidelines. For each scan, the lungs were segmented and resampled to create a maximum of 500 unique four slice combinations, which we converted into image montages. The final training dataset consisted of 420 096 unique montages for algorithm training. We evaluated algorithm performance, reported as accuracy, prognostic accuracy, and weighted κ coefficient (κw) of interobserver agreement, on test set A and a cohort of 150 high-resolution CT scans (test set B) with fibrotic lung disease compared with the majority vote of 91 specialist thoracic radiologists drawn from multiple international thoracic imaging societies. We then reclassified high-resolution CT scans according to Fleischner Society diagnostic criteria for idiopathic pulmonary fibrosis. We retrained the algorithm using these criteria and evaluated its performance on 75 fibrotic lung disease specific high-resolution CT scans compared with four specialist thoracic radiologists using weighted κ coefficient of interobserver agreement. FINDINGS: The accuracy of the algorithm on test set A was 76·4%, with 92·7% of diagnoses within one category. The algorithm took 2·31 s to evaluate 150 four slice montages (each montage representing a single case from test set B). The median accuracy of the thoracic radiologists on test set B was 70·7% (IQR 65·3-74·7), and the accuracy of the algorithm was 73·3% (93·3% were within one category), outperforming 60 (66%) of 91 thoracic radiologists. Median interobserver agreement between each of the thoracic radiologists and the radiologist's majority opinion was good (κw=0·67 [IQR 0·58-0·72]). Interobserver agreement between the algorithm and the radiologist's majority opinion was good (κw=0·69), outperforming 56 (62%) of 91 thoracic radiologists. The algorithm provided equally prognostic discrimination between usual interstitial pneumonia and non-usual interstitial pneumonia diagnoses (hazard ratio 2·88, 95% CI 1·79-4·61, p<0·0001) compared with the majority opinion of the thoracic radiologists (2·74, 1·67-4·48, p<0·0001). For Fleischner Society high-resolution CT criteria for usual interstitial pneumonia, median interobserver agreement between the radiologists was moderate (κw=0·56 [IQR 0·55-0·58]), but was good between the algorithm and the radiologists (κw=0·64 [0·55-0·72]). INTERPRETATION: High-resolution CT evaluation by a deep learning algorithm might provide low-cost, reproducible, near-instantaneous classification of fibrotic lung disease with human-level accuracy. These methods could be of benefit to centres at which thoracic imaging expertise is scarce, as well as for stratification of patients in clinical trials. FUNDING: None.


Subject(s)
Deep Learning/standards , Idiopathic Pulmonary Fibrosis/classification , Lung Diseases, Interstitial/classification , Tomography, X-Ray Computed/methods , Cohort Studies , Humans , Idiopathic Pulmonary Fibrosis/diagnostic imaging , Idiopathic Pulmonary Fibrosis/pathology , Lung Diseases, Interstitial/diagnostic imaging , Lung Diseases, Interstitial/pathology , Practice Guidelines as Topic , Proportional Hazards Models , Reproducibility of Results
16.
Eur Respir J ; 51(5)2018 05.
Article in English | MEDLINE | ID: mdl-29773608

ABSTRACT

Idiopathic pulmonary fibrosis (IPF) remains a truly idiopathic fibrotic disease, with a modest genetic predilection and candidate triggers but no overall explanation for the development of disease in non-familial cases. Agreement on terminology has contributed to major clinical and translational advances since the millennium. It is likely that the entity currently captured by the term "IPF" will be radically reclassified over the next decade, either through "splitting" (into IPF subgroups responding selectively to individual disease-modifying agents) or through "lumping" of IPF with other forms of progressive fibrotic lung disease (with shared pathogenetic mechanisms and IPF-like disease behaviour). In this perspective, we summarise the clinical and pathogenetic justification for a focus on "the progressive fibrotic phenotype" in future clinical and translational research. By this means, we can hope to address the needs of non-IPF patients with inexorably progressive fibrotic disease, currently disenfranchised by lack of access to agents that are efficacious in IPF. In this regard, ongoing trials of anti-fibrotic therapies in non-IPF patients with progressive fibrosis may be highly influential. Future revision of IPF nomenclature may be warranted if there are major conceptual changes but without compelling justification, the benefits of renaming IPF are likely to be outweighed by the resulting confusion.


Subject(s)
Idiopathic Pulmonary Fibrosis/classification , Idiopathic Pulmonary Fibrosis/physiopathology , Terminology as Topic , Disease Progression , History, 20th Century , History, 21st Century , Humans , Idiopathic Pulmonary Fibrosis/history , Phenotype
17.
Lancet Respir Med ; 6(2): 154-160, 2018 02.
Article in English | MEDLINE | ID: mdl-29413083

ABSTRACT

Idiopathic pulmonary fibrosis (IPF) is a progressive, irreversible, and typically fatal lung disease characterised by subpleural fibrosis, subepithelial fibroblast foci, and microscopic honeycombing. Although understanding of the pathogenic mechanisms continues to evolve, evidence indicates that distal airway and alveolar epithelial cells are central drivers of the disease. In this Viewpoint, we review the history of naming and classifications used to define the disease now referred to as IPF, in the context of understanding the clinical presentation, causes, and pathogenesis of the disease. We aim to generate discussion on whether, given the substantial progress made in understanding the clinical, genetic, cellular, and molecular mechanisms involved in the development of IPF, a change of name should be considered. To initiate this discussion, we offer new suggestions to update the name of this disease and new approaches to classify all forms of pulmonary fibrosis.


Subject(s)
Idiopathic Pulmonary Fibrosis/classification , Idiopathic Pulmonary Fibrosis/pathology , Fibroblasts/pathology , Humans , Idiopathic Pulmonary Fibrosis/diagnosis , Lung/pathology , Risk Factors
18.
Respirology ; 23(6): 600-605, 2018 Jun.
Article in English | MEDLINE | ID: mdl-29320807

ABSTRACT

BACKGROUND AND OBJECTIVE: Criteria for interstitial pneumonia with autoimmune features (IPAF) were recently established for research purposes in a joint statement from the European Respiratory Society (ERS) and American Thoracic Society (ATS). We reviewed the utility of these criteria in patients previously diagnosed as broadly defined undifferentiated connective tissue disease (UCTD) and noted overlapping IPAF findings. Additional review was given to IPAF patients with usual interstitial pneumonia (UIP) on histopathology or radiology in terms of survival and outcome. METHODS: Patients with prior UCTD-interstitial lung disease (ILD) were screened by ERS/ATS criteria for IPAF. Clinical data along with all-cause mortality were collated and compared with selected idiopathic pulmonary fibrosis (IPF) patients from the same study period. Survival was compared between IPAF subgroups with and without UIP features. RESULTS: One hundred and one UCTD-ILD subjects (91%) evaluated from 2005 to 2012 also met strict criteria for IPAF. Frequent clinical findings included Raynaud's phenomenon, positive anti-nuclear antibody (ANA) and non-specific interstitial pneumonia (NSIP) pattern on chest computed tomography (CT). Nineteen had features of UIP either on histopathology or CT imaging. As compared with IPF, IPAF patients had overall better survival except in those with UIP features. CONCLUSION: Current IPAF criteria encompassed the majority of broadly defined UCTD-ILD and included those with UIP findings. Survival compared with IPF in those with UIP was similar. Further studies are necessary to refine IPAF definitions for clinical use and guide directed management strategies.


Subject(s)
Autoimmune Diseases/classification , Idiopathic Pulmonary Fibrosis/classification , Lung Diseases, Interstitial/classification , Undifferentiated Connective Tissue Diseases/classification , Adult , Aged , Aged, 80 and over , Autoimmune Diseases/diagnostic imaging , Autoimmune Diseases/mortality , Autoimmune Diseases/pathology , Cause of Death , Female , Humans , Idiopathic Pulmonary Fibrosis/diagnostic imaging , Idiopathic Pulmonary Fibrosis/mortality , Idiopathic Pulmonary Fibrosis/pathology , Lung/diagnostic imaging , Lung/pathology , Lung Diseases, Interstitial/diagnostic imaging , Lung Diseases, Interstitial/mortality , Lung Diseases, Interstitial/pathology , Male , Middle Aged , Mortality , Tomography, X-Ray Computed/methods , Undifferentiated Connective Tissue Diseases/diagnostic imaging , Undifferentiated Connective Tissue Diseases/mortality , Undifferentiated Connective Tissue Diseases/pathology , Young Adult
19.
BMC Pulm Med ; 18(1): 19, 2018 Jan 25.
Article in English | MEDLINE | ID: mdl-29370786

ABSTRACT

BACKGROUND: Idiopathic pulmonary fibrosis (IPF) is a progressive and fatal fibrosing lung disease of unknown cause. The advent of anti-fibrotic medications known to slow disease progression has revolutionised IPF management in recent years. However, little is known about the natural history of IPF patients with mild physiological impairment. We aimed to assess the natural history of these patients using data from the Australian IPF Registry (AIPFR). METHODS: Using our cohort of real-world IPF patients, we compared FVC criteria for mild physiological impairment (FVC ≥ 80%) against other proposed criteria: DLco ≥ 55%; CPI ≤40 and GAP stage 1 with regards agreement in classification and relationship with disease outcomes. Within the mild cohort (FVC ≥ 80%), we also explored markers associated with poorer prognosis at 12 months. RESULTS: Of the 416 AIPFR patients (mean age 70.4 years, 70% male), 216 (52%) were classified as 'mild' using FVC ≥ 80%. There was only modest agreement between FVC and DLco (k = 0.30), with better agreement with GAP (k = 0.50) and CPI (k = 0.48). Patients who were mild had longer survival, regardless of how mild physiologic impairment was defined. There was, however, no difference in the annual decline in FVC% predicted between mild and moderate-severe groups (for all proposed criteria). For patients with mild impairment (n = 216, FVC ≥ 80%), the strongest predictor of outcomes at 12 months was oxygen desaturation on a 6 min walk test. CONCLUSION: IPF patients with mild physiological impairment have better survival than patients with moderate-severe disease. Their overall rate of disease progression however, is comparable, suggesting that they are simply at different points in the natural history of IPF disease.


Subject(s)
Disease Progression , Idiopathic Pulmonary Fibrosis/classification , Idiopathic Pulmonary Fibrosis/physiopathology , Age Factors , Aged , Australia , Body Mass Index , Carbon Monoxide , Female , Humans , Male , Middle Aged , Oxygen/blood , Pulmonary Diffusing Capacity , Registries , Severity of Illness Index , Sex Factors , Smoking/adverse effects , Symptom Assessment , Vital Capacity , Walk Test
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