How Titanic continues to change the future: machine learning in respiratory practice

The application of artificial intelligence (AI) in all fields and in medicine in particular is gaining more and more popularity. Machine learning (ML) is part of AI, in which computers use statistical methods for self-learning without being explicitly programmed to do so. The challenge Titanic: Machine Learning from Disaster is probably the most popular among researchers entering the field of artificial intelligence and machine learning.In almost all cases, ML goes through several successive stages: definition of the problem, data gathering, data preparation, exploratory analysis, feature engineering; model creation, and model evaluation. The following manuscript briefly describes each of them. With their help, a model for the challenge "Titanic: Machine Learning from Disaster" was created. This model outperformed most of the models featured in the competition. It achieved a 99.8% better result than the other models presented.Machine learning could improve the accuracy of different models with the same data (equal start). In this way, proper data processing could lead to higher accuracy, which in medicine translates into improved clinically significant endpoints.

Development of organized pleural empyema as a result of occult foreign body aspiration

Foreign body (FB) aspiration is a rare incident in adults. Many patients cannot recall the episode of aspiration and are hospitalized with complications of an endobronchial FB. We present a case with right-sided chronic pleural empyema, ineffectively treated in another hospital with chest drainage, uniportal VATS, and insertion of five chest drains as a result of occult foreign body aspiration. Endoscopic extirpation of a foreign body in the right lower lobar bronchus was performed. Right posterolateral thoracotomy, decortication, and pleurectomy were performed because of a trapped right lung. Preoperative bronchoscopy is recommended in all patients with pleural empyema before surgery. When chest drainage and VATS are unsuccessful in expanding the lung in chronic empyema then thoracotomy, debridement, pleurectomy, and decortication are indicated

European Respiratory Society International Congress 2017:highlights from the Clinical Assembly

This article contains highlights and a selection of the scientific advances from the European Respiratory Society's Clinical Assembly (Assembly 1 and its six respective groups) that were presented at the 2017 European Respiratory Society International Congress in Milan, Italy. The most relevant topics from each of the groups will be discussed, covering a wide range of areas including clinical problems, rehabilitation and chronic care, thoracic imaging, interventional pulmonology, diffuse and parenchymal lung diseases, and general practice and primary care. In this comprehensive review, the newest research and actual data as well as award-winning abstracts and highlight sessions will be discusse

MS in COPD

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Endobronchial Ultrasound Transbronchial Needle Aspiration for the Diagnosis of Paratracheal and Peribronchial Central Parenchymal Lesions

Objectives: Obtaining qualitative, sufficient material for the diagnosis of malignancies in cases with normal endoscopic findings in patients with suspected lung cancer and hilar and mediastinal lymphadenopathy is challenging.Materials and methods: Endobronchial ultrasound (EBUS) was used to control a transbronchial needle biopsy (ТBNA) for the first time in our country. From 2015 to 2018, TBNA with a convex probe EBUS was performed on 57 patients [41 men, 16 women, mean age 56.10 (range 37-77 years)] with mediastinal lesions found on CT scan. We used the Hitachi Aloka - ProSound Alpha 7 and BF-UC180F (Olympus) 21G and 22G needles Ultrasound System. In 22 of the cases, we performed a biopsy of hilum lesions (9 on the left and 13 on the right), in 13 - of subcarinal lesions, and in 4 - of lesions located on the right paratracheal lymphatic chain. Results: EBUS-TBNA confirmed lung cancer in 48 patients (84.2%). In 33 of them, it was non-small cell lung cancer: spinocellular in 13 cases and adenocarcinoma in 17 cases; three cases were without accurate verification. Small cell lung cancer was found in 15 cases. In two cases, the biopsies were negative for tumor (3.5%), and in seven - non-specific inflammatory process (12.3%). Conclusions: This study confirms the high diagnostic success rate of EBUS-TBNA reported in similar studies developed on a daily routine basis without adhering to a specific protocol. EBUS-TBNA is an interventional procedure with high sensitivity in diagnosing hilar and mediastinal lesions in negative conventional bronchoscopy and thus is useful in patients with paratracheal and peribronchial lesions. The results could be improved with training and experience

Two cases with postintubation tracheal stenosis after COVID-19 pneumonia

Only a small percent of all intubated SARS-CoV-2-positive patients survive because of the development of severe respiratory and multiorgan failure. The development of tracheal stenosis after orotracheal intubation or tracheostomy is a dangerous complication with gross consequences for the patient and medical staff. Endoscopic interventional procedures could be used in simple tracheal stenosis and surgical resection and anastomosis are reserved for complex stenosis or after unsuccessful endoscopic treatment. We present two cases with tracheal stenosis as a complication of prolonged intubation in COVID-19 survivors which was diagnosed up to 6 months after discharge. Clinical management and surgical techniques are also discussed

Treatment Optimization of Post-pneumonectomy Pleural Empyema

Introduction: Pleural empyema after pneumonectomy still poses a serious postoperative complication. A bronchopleural fistula is often detected. Despite various therapeutic options developed during the last five decades it remains a major surgical challenge. Results: There is no widely accepted treatment for post-pneumonectomy pleural empyema (PPE) and the management depends mostly on the presence or absence of broncho-pleural fistula (BPF) and the patient’s general condition. In the absence of BPF, the role of surgery is still not clear because of its high morbidity and impossibility to prevent recurrences. In the earlier period, the definitive treatment consisted of open window thoracostomy followed by obliteration of the pleural cavity with antibiotic solution at the time of chest wall closure. Subsequently, the proposed different methods and modifications improved the outcome. There is an association between hospital volume and operative mortality after the lung resection. Hospital volume and the surgeon’s specialty have more influence on the outcome than the individual surgeon’s volume.Conclusions: Treatment management of PPE should be individualized. Definitive treatment options comprise aggressive surgery that is not possible in quite a high proportion of impaired patients. Hospital volume, surgeon’s volume and surgeon’s specialty may influence the prognosis

Diaphragmatic Movement at Rest and After Exertion: A Non-Invasive and Easy to Obtain Prognostic Marker in COPD

COPD; Diaphragmatic dysfunction; Thoracic ultrasoundMPOC; Disfunció diafragmàtica; Ecografia toràcicaEPOC; Disfunción diafragmática; Ecografía torácicaIntroduction: Diaphragmatic dysfunction is common in patients with chronic obstructive pulmonary disease (COPD). This study aimed to assess the prognostic significance of impaired diaphragmatic movement at rest and after exercise. Methods: This was a prospective study of patients with stable COPD. Diaphragmatic movements were examined at rest and after a 6-minute walking test (6MWT) with a convex transducer with a frequency of 3.5-5-7.5 MHz. Maximal movement of the diaphragm was measured in both right and left diaphragm, and the side with higher amplitude was selected for further analysis. Measurements obtained were evaluated for their prognostic value for a composite endpoint of moderate and severe COPD exacerbations and death in 1 year time period was assessed. In addition, postbronchodilator spirometry, symptoms, quality of life, and demographic and clinical information were collected. Results: A total of 96 patients were analyzed (62.5% male, mean age 65.1 years (standard deviation (SD): 8.1), mean FEV1 (% predicted): 55.8%, SD: 18.3%, mean CAT: 15.6 units, SD: 9.2). Sixty-four patients (67%) presented the composite endpoint. In the multivariate Cox analysis, FVC (HR = 0.944, p = 0.005), CAT score (HR = 1.133, p = 0.011), previous severe exacerbations (HR = 5.446, p = 0.004) and diaphragmatic movement at rest (HR = 0.932, p = 0.033) were found to be predictors of the composite endpoint. This model correctly classified 86.5% (83/96) of the patients. Conclusion: Non-invasive assessment of diaphragmatic movement by ultrasound measurement both at rest and after exercise could contribute to the assessment of disease severity and prognosis of COPD