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Chau NK, Ma TT, Kim WJ, Lee CH, Jin GY, Chae KJ, Choi S. BranchLabelNet: Anatomical Human Airway Labeling Approach using a Dividing-and-Grouping Multi-Label Classification. Med Biol Eng Comput 2024; 62:3107-3122. [PMID: 38777935 DOI: 10.1007/s11517-024-03119-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Accepted: 05/04/2024] [Indexed: 05/25/2024]
Abstract
Anatomical airway labeling is crucial for precisely identifying airways displaying symptoms such as constriction, increased wall thickness, and modified branching patterns, facilitating the diagnosis and treatment of pulmonary ailments. This study introduces an innovative airway labeling methodology, BranchLabelNet, which accounts for the fractal nature of airways and inherent hierarchical branch nomenclature. In developing this methodology, branch-related parameters, including position vectors, generation levels, branch lengths, areas, perimeters, and more, are extracted from a dataset of 1000 chest computed tomography (CT) images. To effectively manage this intricate branch data, we employ an n-ary tree structure that captures the complicated relationships within the airway tree. Subsequently, we employ a divide-and-group deep learning approach for multi-label classification, streamlining the anatomical airway branch labeling process. Additionally, we address the challenge of class imbalance in the dataset by incorporating the Tomek Links algorithm to maintain model reliability and accuracy. Our proposed airway labeling method provides robust branch designations and achieves an impressive average classification accuracy of 95.94% across fivefold cross-validation. This approach is adaptable for addressing similar complexities in general multi-label classification problems within biomedical systems.
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Affiliation(s)
- Ngan-Khanh Chau
- School of Mechanical Engineering, Kyungpook National University, 80 Daehak-Ro, Buk-Gu, Daegu, 41566, Republic of Korea
- An Giang University, Vietnam National University - Ho Chi Minh City, Ho Chi Minh, Vietnam
| | - Truong-Thanh Ma
- College of Information and Communication Technology, Can Tho University, Can Tho, Vietnam
| | - Woo Jin Kim
- Department of Internal Medicine and Environmental Health Center, School of Medicine, Kangwon National University Hospital, Kangwon National University, Chuncheon, Republic of Korea
| | - Chang Hyun Lee
- Department of Radiology, College of Medicine, Seoul National University, Seoul National University Hospital, Seoul, Republic of Korea
- Department of Radiology, College of Medicine, The University of Iowa, Iowa City, IA, USA
| | - Gong Yong Jin
- Department of Radiology, Research Institute of Clinical Medicine of Jeonbuk National University-Biomedical Research Institute of Jeonbuk National University Hospital, Jeonju, Republic of Korea
| | - Kum Ju Chae
- Department of Radiology, Research Institute of Clinical Medicine of Jeonbuk National University-Biomedical Research Institute of Jeonbuk National University Hospital, Jeonju, Republic of Korea
| | - Sanghun Choi
- School of Mechanical Engineering, Kyungpook National University, 80 Daehak-Ro, Buk-Gu, Daegu, 41566, Republic of Korea.
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Rodriguez K, Hariri LP, VanderLaan P, Abbott GF. Imaging of Small Airways Disease. Clin Chest Med 2024; 45:475-488. [PMID: 38816101 DOI: 10.1016/j.ccm.2024.02.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/01/2024]
Abstract
Bronchiolitis refers to a small airways disease and may be classified by etiology and histologic features. In cellular bronchiolitis inflammatory cells involve the small airway wall and peribronchiolar alveoli and manifest on CT as centrilobular nodules of solid or ground glass attenuation. Constrictive bronchiolitis refers to luminal narrowing by concentric fibrosis. Direct CT signs of small airway disease include centrilobular nodules and branching tree-in-bud opacities. An indirect sign is mosaic attenuation that may be exaggerated on expiratory CT and represent air trapping. Imaging findings can be combined with clinical and pathologic data to facilitate a more accurate diagnosis.
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Affiliation(s)
- Karen Rodriguez
- Division of Thoracic Imaging and Intervention, Department of Radiology, Massachusetts General Hospital, Aus 202, 55 Fruit Street, Boston, MA 02114, USA
| | - Lida P Hariri
- Department of Pathology, Massachusetts General Hospital, 55 Fruit Street, Boston, MA 02114, USA
| | - Paul VanderLaan
- Department of Pathology, Beth Israel Deaconess Medical Center, 330 Brookline Avenue, Boston, MA 02215, USA
| | - Gerald F Abbott
- Division of Thoracic Imaging and Intervention, Department of Radiology, Massachusetts General Hospital, Aus 202, 55 Fruit Street, Boston, MA 02114, USA.
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Grant T, Lilley T, McCormack MC, Rathouz PJ, Peng R, Keet CA, Rule A, Davis M, Balcer-Whaley S, Newman M, Matsui EC. Indoor environmental exposures and obstructive lung disease phenotypes among children with asthma living in poor urban neighborhoods. J Allergy Clin Immunol 2023; 151:716-722.e8. [PMID: 36395986 PMCID: PMC9992008 DOI: 10.1016/j.jaci.2022.08.032] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2022] [Revised: 08/04/2022] [Accepted: 08/31/2022] [Indexed: 11/16/2022]
Abstract
BACKGROUND Air trapping is an obstructive phenotype that has been associated with more severe and unstable asthma in children. Air trapping has been defined using pre- and postbronchodilator spirometry. The causes of air trapping are not completely understood. It is possible that environmental exposures could be implicated in air trapping in children with asthma. OBJECTIVE We investigated the association between indoor exposures and air trapping in urban children with asthma. METHODS Children with asthma aged 5 to 17 years living in Baltimore and enrolled onto the Environmental Control as Add-on Therapy for Childhood Asthma study were evaluated for air trapping using spirometry. Aeroallergen sensitization was assessed at baseline, and spirometry was performed at 0, 3, and 6 months. Air trapping was defined as an FVC z score of less than -1.64 or a change in FVC with bronchodilation of ≥10% predicted. Logistic normal random effects models were used to evaluate associations of air trapping and indoor exposures. RESULTS Airborne and bedroom floor mouse allergen concentrations were associated with air trapping but not airflow limitation (odds ratio 1.19, 95% confidence interval 1.02-1.37, P = .02 per 2-fold increase in airborne mouse allergen; odds ratio 1.23, 95% confidence interval 1.07-1.41, P = .003 per 2-fold increase in bedroom floor mouse allergen). Other indoor exposures (cockroach, cat, dog, dust mite, particulate matter, and nicotine) were not associated with air trapping or airflow limitation. CONCLUSION Mouse allergen exposure, but not other indoor exposure, was associated with air trapping in urban children with asthma.
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Affiliation(s)
- Torie Grant
- Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, Md; Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Md
| | - Travis Lilley
- Department of Population Health, Dell Medical School at UT Austin, Austin, Tex
| | - Meredith C McCormack
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Md
| | - Paul J Rathouz
- Department of Population Health, Dell Medical School at UT Austin, Austin, Tex
| | - Roger Peng
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, Md
| | - Corinne A Keet
- Department of Pediatrics, University of North Carolina School of Medicine, Chapel Hill, NC
| | - Ana Rule
- Department of Environmental Health and Engineering, Johns Hopkins Bloomberg School of Pubilc Health, Baltimore, Md
| | - Meghan Davis
- Department of Environmental Health and Engineering, Johns Hopkins Bloomberg School of Pubilc Health, Baltimore, Md
| | - Susan Balcer-Whaley
- Department of Population Health, Dell Medical School at UT Austin, Austin, Tex
| | - Michelle Newman
- Department of Epidemiology and Public Health, University of Maryland School of Medicine, Baltimore, Md
| | - Elizabeth C Matsui
- Department of Population Health, Dell Medical School at UT Austin, Austin, Tex; Department of Pediatrics, Dell Medical School at UT Austin, Austin, Tex.
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Vyas S, Bansal A, Murugan N, Bhalla AS, Naranje P, Manchanda S. Hypersensitivity reactions and the respiratory system: Imaging based review. Curr Probl Diagn Radiol 2022; 52:56-65. [DOI: 10.1067/j.cpradiol.2022.04.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Revised: 03/24/2022] [Accepted: 04/18/2022] [Indexed: 11/22/2022]
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Sirol Aflah Syazatul S, Piciucchi S, Tomassetti S, Ravaglia C, Dubini A, Poletti V. Cryobiopsy in the diagnosis of bronchiolitis: a retrospective analysis of twenty-three consecutive patients. Sci Rep 2020; 10:10906. [PMID: 32616807 PMCID: PMC7331727 DOI: 10.1038/s41598-020-67938-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2020] [Accepted: 06/10/2020] [Indexed: 12/25/2022] Open
Abstract
Bronchiolitis manifests as a variety of histological features that explain the complex clinical profiles and imaging aspects. In the period between January 2011 and June 2015, patients with a cryobiopsy diagnosis of bronchiolitis were retrospectively retrieved from the database of our institution. Clinical profiles, imaging features and histologic diagnoses were analysed to identify the role of cryobiopsy in the diagnostic process. Twenty-three patients with a multidisciplinary diagnosis of small airway disease were retrieved (14 females, 9 males; age range 31-74 years old; mean age 54.2 years old). The final MDT diagnoses were post-infectious bronchiolitis (n = 5), constrictive bronchiolitis (n = 3), DIPNECH (n = 1), idiopathic follicular bronchiolitis (n = 3), Sjogren's disease (n = 1), GLILD (n = 1), smoking-related interstitial lung disease (n = 6), sarcoid with granulomatous bronchiolar disorder (n = 1), and subacute hypersensitivity pneumonitis (n = 2). Complications reported after the cryobiopsy procedure consisted of two cases of pneumothorax soon after the biopsy (8.7%), which were successfully managed with the insertion of a chest tube. Transbronchial cryobiopsy represents a robust and mini-invasive method in the characterization of small airway diseases, allowing a low percentage of complications and good diagnostic confidence.
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Affiliation(s)
- Syakirin Sirol Aflah Syazatul
- Department of Diseases of the Thorax, G.B. Morgagni Hospital, Forlì, Italy.,Institute of Respiratory Medicine, Kuala Lumpur, Malaysia
| | - Sara Piciucchi
- Radiology Department, G.B. Morgagni Hospital, Forlì, Italy.
| | - Sara Tomassetti
- Department of Experimental and Clinical Medicine, Careggi University Hospital, Florence, Italy
| | - Claudia Ravaglia
- Department of Diseases of the Thorax, G.B. Morgagni Hospital, Forlì, Italy
| | | | - Venerino Poletti
- Department of Diseases of the Thorax, G.B. Morgagni Hospital, Forlì, Italy.,Department of Respiratory Diseases and Allergology, Aarhus University Hospital, Aarhus, Denmark
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Jaffey JA, Wiggen K, Leach SB, Masseau I, Girens RE, Reinero CR. Pulmonary hypertension secondary to respiratory disease and/or hypoxia in dogs: Clinical features, diagnostic testing and survival. Vet J 2019; 251:105347. [PMID: 31492386 DOI: 10.1016/j.tvjl.2019.105347] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2019] [Revised: 07/18/2019] [Accepted: 07/24/2019] [Indexed: 12/29/2022]
Abstract
Pulmonary hypertension (PH) is associated with substantial morbidity and if untreated, mortality. The human classification of PH is based on pathological, hemodynamic characteristics, and therapeutic approaches. Despite being a leading cause of PH, little is known about dogs with respiratory disease and/or hypoxia (RD/H)-associated PH. Therefore, our objectives were to retrospectively describe clinical features, diagnostic evaluations, final diagnoses and identify prognostic variables in dogs with RD/H and PH. In 47 dogs identified with RD/H and PH, chronic airway obstructive disorders, bronchiectasis, bronchiolar disease, emphysema, pulmonary fibrosis, neoplasia and other parenchymal disorders were identified using thoracic radiography, computed tomography, fluoroscopy, tracheobronchoscopy, bronchoalveolar lavage, and histopathology. PH was diagnosed using transthoracic echocardiography. Overall median survival was 276.0 days (SE, 95% CI; 216, 0-699 days). Dogs with an estimated systolic pulmonary arterial pressure (sPAP) ≥47mmHg (n=21; 9 days; 95% CI, 0-85 days) had significantly shorter survival times than those <47mmHg (n=16; P=0.001). Estimated sPAP at a cutoff of ≥47mmHg was a fair predictor of non-survival with sensitivity of 0.78 (95% CI, 0.52-0.94) and specificity of 0.63 (95% CI, 0.38-0.84). Phosphodiesterase-5 (PDE5) inhibitor administration was the sole independent predictor of survival in a multivariable analysis (hazard ratio: 4.0, P=0.02). Canine PH is present in a diverse spectrum of respiratory diseases, most commonly obstructive disorders. Similar to people, severity of PH is prognostic in dogs with RD/H and PDE5 inhibition could be a viable therapy to improve outcome.
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Affiliation(s)
- J A Jaffey
- Department of Veterinary Medicine and Surgery, Veterinary Health Center, University of Missouri, 900 East Campus Drive, Columbia, MO, 65211, USA
| | - K Wiggen
- Department of Veterinary Medicine and Surgery, Veterinary Health Center, University of Missouri, 900 East Campus Drive, Columbia, MO, 65211, USA
| | - S B Leach
- Department of Veterinary Medicine and Surgery, Veterinary Health Center, University of Missouri, 900 East Campus Drive, Columbia, MO, 65211, USA
| | - I Masseau
- Department of Science Cliniques, Faculté de Médecine Vétérinaire, Université de Montréal, St-Hyacinthe, Canada
| | - R E Girens
- Department of Veterinary Medicine and Surgery, Veterinary Health Center, University of Missouri, 900 East Campus Drive, Columbia, MO, 65211, USA
| | - C R Reinero
- Department of Veterinary Medicine and Surgery, Veterinary Health Center, University of Missouri, 900 East Campus Drive, Columbia, MO, 65211, USA.
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Reinero CR, Masseau I, Grobman M, Vientos-Plotts A, Williams K. Perspectives in veterinary medicine: Description and classification of bronchiolar disorders in cats. J Vet Intern Med 2019; 33:1201-1221. [PMID: 30982233 PMCID: PMC6524100 DOI: 10.1111/jvim.15473] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2018] [Accepted: 02/21/2019] [Indexed: 01/20/2023] Open
Abstract
This Perspectives in Veterinary Medicine article seeks to define, describe putative causes, and discuss key diagnostic tests for primary and secondary bronchiolar disorders to propose a classification scheme in cats with support from a literature review and case examples. The small airways (bronchioles with inner diameters <2 mm), located at the transitional zone between larger conducting airways and the pulmonary acinus, have been overlooked as major contributors to clinical syndromes of respiratory disease in cats. Because the trigger for many bronchiolar disorders is environmental and humans live in a shared environment with similar susceptibility, understanding these diseases in pet cats has relevance to One Health. Thoracic radiography, the major imaging modality used in the diagnostic evaluation of respiratory disease in cats, has low utility in detection of bronchiolar disease. Computed tomography (CT) with paired inspiratory and expiratory scans can detect pathology centered on small airways. In humans, treatment of bronchiolar disorders is not well established because of heterogeneous presentations and often late definitive diagnosis. A review of the human and veterinary medical literature will serve as the basis for a proposed classification scheme in cats. A case series of cats with CT or histopathologic evidence of bronchiolar lesions or both, either as a primary disorder or secondary to extension from large airway disease or interstitial lung disease, will be presented. Future multi‐institutional and multidisciplinary discussions among clinicians, radiologists, and pathologists will help refine and develop this classification scheme to promote early and specific recognition and optimize treatment.
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Affiliation(s)
- Carol R Reinero
- Department of Veterinary Medicine and Surgery, University of Missouri College of Veterinary Medicine, Columbia, Missouri
| | - Isabelle Masseau
- Department of Veterinary Medicine and Surgery, University of Missouri College of Veterinary Medicine, Columbia, Missouri.,Department of Sciences Cliniques, Faculté de Médecine Vétérinaire, Université de Montréal, St-Hyacinthe, Quebec, Canada
| | - Megan Grobman
- Department of Veterinary Medicine and Surgery, University of Missouri College of Veterinary Medicine, Columbia, Missouri
| | - Aida Vientos-Plotts
- Department of Veterinary Medicine and Surgery, University of Missouri College of Veterinary Medicine, Columbia, Missouri
| | - Kurt Williams
- Department of Pathobiology and Diagnostic Investigation, College of Veterinary Medicine, Michigan State University, East Lansing, Michigan
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To KW, Kam KM, Chan DPC, Yip WH, Chan KP, Lo R, Ng S, Ngai J, Lee SS. Utility of GeneXpert in analysis of bronchoalveolar lavage samples from patients with suspected tuberculosis in an intermediate-burden setting. J Infect 2018; 77:296-301. [PMID: 29964143 DOI: 10.1016/j.jinf.2018.06.011] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2017] [Revised: 06/15/2018] [Accepted: 06/18/2018] [Indexed: 02/08/2023]
Abstract
OBJECTIVES To explore the clinical role of GeneXpert in managing pulmonary tuberculosis (TB) in an intermediate burden city. METHODS Sputum acid-fast-bacilli (AFB) smear negative patients underwent bronchoscopy for bronchial alveolar lavage (BAL). Fluids collected were examined for AFB smear, TB culture, TB polymerase chain reaction (PCR) (Cobas Taqman) and for GeneXpert. RESULTS From October 2015 to February 2017, 227 BAL samples were collected. Cough and haemoptysis were the presenting symptoms in 70.0% and 37.4%, respectively. Apical shadows on chest X-rays (CXR) and apical cavitations on computed tomography (CT) were commoner in GeneXpert positive cases (p = 0.01 and 0.02, respectively). Sensitivity and specificity of GeneXpert for TB diagnosis was 80% and 98% respectively. Positive and negative predictive value of the test was 92.3 and 95.1%, respectively. There were 9 false negative GeneXpert samples (8 were Cobas Taqman TB PCR negative): 6 were diagnosed by BAL culture, 2 by biopsy and one by Cobas Taqman TB PCR. There were 3 false positive cases with negative culture; 2 were put on empirical treatment with favourable clinical responses, while one defaulted follow-p. CONCLUSION GeneXpert in BAL samples has high sensitivity and specificity. It enabled timely initiation of anti-TB treatment in clinical suspicious cases.
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Affiliation(s)
- Kin Wang To
- Respiratory Division, Department of Medicine and Therapeutics, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong
| | - Kai Man Kam
- Stanley Ho Centre for Emerging Infectious Diseases, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong
| | - Denise Pui Chung Chan
- Stanley Ho Centre for Emerging Infectious Diseases, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong
| | - Wing Ho Yip
- Respiratory Division, Department of Medicine and Therapeutics, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong
| | - Ka Pang Chan
- Respiratory Division, Department of Medicine and Therapeutics, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong
| | - Rachael Lo
- Respiratory Division, Department of Medicine and Therapeutics, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong
| | - Susanna Ng
- Respiratory Division, Department of Medicine and Therapeutics, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong
| | - Jenny Ngai
- Respiratory Division, Department of Medicine and Therapeutics, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong
| | - Shui Shan Lee
- Stanley Ho Centre for Emerging Infectious Diseases, Prince of Wales Hospital, The Chinese University of Hong Kong, Hong Kong.
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