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Suganuma N, Yoshida S, Takeuchi Y, Nomura YK, Suzuki K. Artificial Intelligence in Quantitative Chest Imaging Analysis for Occupational Lung Disease. Semin Respir Crit Care Med 2023; 44:362-369. [PMID: 37072023 DOI: 10.1055/s-0043-1767760] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/20/2023]
Abstract
Occupational lung disease manifests complex radiologic findings which have long been a challenge for computer-assisted diagnosis (CAD). This journey started in the 1970s when texture analysis was developed and applied to diffuse lung disease. Pneumoconiosis appears on radiography as a combination of small opacities, large opacities, and pleural shadows. The International Labor Organization International Classification of Radiograph of Pneumoconioses has been the main tool used to describe pneumoconioses and is an ideal system that can be adapted for CAD using artificial intelligence (AI). AI includes machine learning which utilizes deep learning or an artificial neural network. This in turn includes a convolutional neural network. The tasks of CAD are systematically described as classification, detection, and segmentation of the target lesions. Alex-net, VGG16, and U-Net are among the most common algorithms used in the development of systems for the diagnosis of diffuse lung disease, including occupational lung disease. We describe the long journey in the pursuit of CAD of pneumoconioses including our recent proposal of a new expert system.
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Affiliation(s)
- Narufumi Suganuma
- Department of Environmental Medicine, Kochi Medical School, Nankoku, Kochi, Japan
| | - Shinichi Yoshida
- School of Information, Kochi University of Technology, Nankoku, Kochi, Japan
| | - Yuma Takeuchi
- Department of Environmental Medicine, Kochi Medical School, Nankoku, Kochi, Japan
- Department of Radiology, Kochi Medical School Hospital, Nankoku, Kochi, Japan
| | - Yoshua K Nomura
- Department of Environmental Medicine, Kochi Medical School, Nankoku, Kochi, Japan
| | - Kazuhiro Suzuki
- Department of Radiology, School of Medicine, Juntendo University, Bunkyo City, Tokyo, Japan
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Kagimoto A, Ishida M, Mimura T. Pleural plaque identification in computed tomography and intraoperative thoracic findings: Correspondence and prognosis comparison in patients with resection of non-small cell lung cancer. Respir Investig 2023; 61:200-204. [PMID: 36773507 DOI: 10.1016/j.resinv.2023.01.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Revised: 12/23/2022] [Accepted: 01/04/2023] [Indexed: 02/11/2023]
Abstract
BACKGROUND We previously reported that intraoperative findings of pleural plaques were worse prognostic factors of resected non-small cell lung cancer (NSCLC). However, differences in the presence of pleural plaques detected either intraoperatively or by CT findings have not been addressed. METHOD We included 121 patients who underwent resection for NSCLC with intraoperatively detected pleural plaques. We investigated preoperative CT findings and compared the prognosis between patients with or without evidence of pleural plaque on CT. RESULTS Only 43% of patients with pleural plaques on intrathoracic findings had pleural plaques detected on preoperative CT. There were no differences in prognosis between patients with or without pleural plaque evidences on preoperative CT. CONCLUSION The rate of detection of pleural plaques on preoperative CT is low even if they are present intraoperatively, and patients with intraoperative findings of pleural plaques have equally poor prognosis regardless of their evidences on preoperative CT.
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Affiliation(s)
- Atsushi Kagimoto
- National Hospital Organization, Kure Medical Center and Chugoku Cancer Center, Department of General Thoracic Surgery, 3-1, Aoyama-cho, Kure, Hiroshima, 737-0023, Japan
| | - Masayuki Ishida
- National Hospital Organization, Kure Medical Center and Chugoku Cancer Center, Department of General Thoracic Surgery, 3-1, Aoyama-cho, Kure, Hiroshima, 737-0023, Japan
| | - Takeshi Mimura
- National Hospital Organization, Kure Medical Center and Chugoku Cancer Center, Department of General Thoracic Surgery, 3-1, Aoyama-cho, Kure, Hiroshima, 737-0023, Japan.
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Thives LP, Ghisi E, Thives Júnior JJ, Vieira AS. Is asbestos still a problem in the world? A current review. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2022; 319:115716. [PMID: 35863303 DOI: 10.1016/j.jenvman.2022.115716] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Revised: 06/27/2022] [Accepted: 07/08/2022] [Indexed: 06/15/2023]
Abstract
Asbestos has been used by automobile, construction, manufacturing, power, and chemical industries for many years due to its particular properties, i.e. high tensile strength, non-flammable, thermal and electrical resistance and stability, and chemical resistance. However, such a mineral causes harmful effects to human health, including different types of cancer (e.g., mesothelioma). As a result, the use of asbestos has been banned since the 1980s in many countries. Nonetheless, asbestos is still part of the daily life of the population as asbestos-containing materials (ACMs) are still present in many buildings constructed and renovated before the 1990s. This work aims to present a current literature review about asbestos. The literature review was composed mainly of research articles published in international journals from the medical and engineering disciplines to provide an overview of asbestos use effects reported in interdisciplinary areas. The literature review comprised asbestos characteristics and its relationship to the risks of human exposure, countries where asbestos use is permitted or banned, reducing asbestos in the built environment, and environmental impact due to use and disposal of asbestos. The main findings were that ACMs are still responsible for severe human diseases, particularly in areas where there is a lack of coordinated asbestos management plans, reduced awareness about asbestos health risks, or even a delay in the implementation of asbestos-ban. Such issues may be more prevailing in developing countries. The current research in many countries contemplates several methodologies and techniques to process ACMs into inert and recyclable materials. The identification and coordinated management of ACM hazardous waste is a significant challenge to be faced by countries, and its inadequate disposal causes severe risk of exposure to asbestos fibres. Based on this work, it was concluded that banning asbestos is indicated in all countries in the world.
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Affiliation(s)
- Liseane P Thives
- Civil Engineering Department, Federal University of Santa Catarina - UFSC, Brazil
| | - Enedir Ghisi
- Civil Engineering Department, Federal University of Santa Catarina - UFSC, Brazil.
| | | | - Abel Silva Vieira
- Urban Analytics and Complex Systems (UACS) Consulting, Queensland, Australia; Griffith School of Engineering and Built Environment, Griffith University, Australia
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Kagimoto A, Mimura T, Kamigaichi A, Yamashita Y. Prognosis of resected non-small cell lung cancer with pleural plaques on intrathoracic findings. BMC Cancer 2022; 22:469. [PMID: 35484615 PMCID: PMC9052480 DOI: 10.1186/s12885-022-09600-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Accepted: 04/22/2022] [Indexed: 11/10/2022] Open
Abstract
Background The prognosis of patients with lung cancer who demonstrate pleural plaques intraoperatively, which may be associated with exposure to asbestos, is unclear. Here, we compared the clinicopathological characteristics and prognosis of these patients to those of patients without pleural plaques. Methods We included patients who underwent curative-intent resection for non-small cell lung cancer. We retrospectively investigated the relationship of intrathoracic findings of pleural plaques with clinicopathological features and prognosis. Results Pleural plaques were found in 121/701 patients (17.3%) during surgery. The incidence of squamous cell carcinoma (P < 0.001) and the pathological stage (P = 0.021) were higher in patients with pleural plaques. Overall survival was significantly worse in patients with pleural plaques (5-year rate; 64.5% vs. 79.3%; P < 0.001), and the same finding was noted in clinical stage I patients (5-year rate; 64.8% vs. 83.4%; P < 0.001). In multivariable analysis, the presence of pleural plaques was a significant predictor of overall survival in patients with clinical stage I (hazard ratio, 1.643; P = 0.036). In the analysis among patients with emphysema more severe than Goddard score 5 points or interstitial pneumonia, overall survival was significantly worse in those with pleural plaques than in those without pleural plaques (5-year rate; 66.3% vs. 49.5%; P < 0.001). Conclusions Patients with non-small cell lung cancer who underwent resection and demonstrated pleural plaques intraoperatively had a significantly worse prognosis. It is important to recognize the presence of pleural plaques intraoperatively, and our findings will be useful in determining the treatment and follow-up strategy for such patients with lung cancer and pleural plaques on intrathoracic examination. Supplementary Information The online version contains supplementary material available at 10.1186/s12885-022-09600-6.
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Affiliation(s)
- Atsushi Kagimoto
- Department of General Thoracic Surgery, National Hospital Organization, Kure Medical Center and Chugoku Cancer Center, 3-1 Aoyama-cho, Kure, Hiroshima, 737-0023, Japan
| | - Takeshi Mimura
- Department of General Thoracic Surgery, National Hospital Organization, Kure Medical Center and Chugoku Cancer Center, 3-1 Aoyama-cho, Kure, Hiroshima, 737-0023, Japan.
| | - Atsushi Kamigaichi
- Department of General Thoracic Surgery, National Hospital Organization, Kure Medical Center and Chugoku Cancer Center, 3-1 Aoyama-cho, Kure, Hiroshima, 737-0023, Japan
| | - Yoshinori Yamashita
- Department of General Thoracic Surgery, National Hospital Organization, Kure Medical Center and Chugoku Cancer Center, 3-1 Aoyama-cho, Kure, Hiroshima, 737-0023, Japan
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Binazzi A, Di Marzio D, Verardo M, Migliore E, Benfatto L, Malacarne D, Mensi C, Consonni D, Eccher S, Mazzoleni G, Comiati V, Negro C, Romanelli A, Chellini E, Angelini A, Grappasonni I, Madeo G, Romeo E, Di Giammarco A, Carrozza F, Angelillo IF, Cavone D, Vimercati L, Labianca M, Tallarigo F, Tumino R, Melis M, Bonafede M, Scarselli A, Marinaccio A. Asbestos Exposure and Malignant Mesothelioma in Construction Workers-Epidemiological Remarks by the Italian National Mesothelioma Registry (ReNaM). INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 19:ijerph19010235. [PMID: 35010496 PMCID: PMC8744912 DOI: 10.3390/ijerph19010235] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/01/2021] [Revised: 12/14/2021] [Accepted: 12/21/2021] [Indexed: 12/20/2022]
Abstract
Notwithstanding the ban in 1992, asbestos exposure for workers in the construction sector in Italy remains a concern. The purpose of this study is to describe the characteristics of malignant mesothelioma (MM) cases recorded by the Italian registry (ReNaM) among construction workers. Incident mesothelioma cases with a definite asbestos exposure have been analyzed. Characteristics of cases and territorial clusters of crude rates of MM in construction workers have been described, as well as the relation between asbestos use before the ban and the historical trend of workforce in the construction sector in Italy. ReNaM has collected 31,572 incident MM cases in the period from 1993 to 2018 and asbestos exposure has been assessed for 24,864 (78.2%) cases. An occupational exposure has been reported for 17,191 MM cases (69.1% of subjects with a definite asbestos exposure). Among them, 3574 had worked in the construction sector, with an increasing trend from 15.8% in the 1993–98 period to 23.9% in 2014–2018 and a ubiquitous territorial distribution. The large use of asbestos in construction sector before the ban makes probability of exposure for workers a real concern still today, particularly for those working in maintenance and removal of old buildings. There is a clear need to assess, inform, and prevent asbestos exposure in this sector.
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Affiliation(s)
- Alessandra Binazzi
- Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, Istituto Nazionale per l’Assicurazione Contro gli Infortuni sul Lavoro, 00143 Roma, Italy; (A.B.); (D.D.M.); (M.B.); (A.S.)
| | - Davide Di Marzio
- Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, Istituto Nazionale per l’Assicurazione Contro gli Infortuni sul Lavoro, 00143 Roma, Italy; (A.B.); (D.D.M.); (M.B.); (A.S.)
| | - Marina Verardo
- Valle d’Aosta Health Local Unit, Regional Operating Center of Valle d’Aosta (COR Valle d’Aosta), 11100 Aosta, Italy;
| | - Enrica Migliore
- Unit of Cancer Epidemiology, Regional Operating Center of Piemonte (COR Piemonte), University of Torino and CPO-Piemonte, 10124 Torino, Italy;
| | - Lucia Benfatto
- Regional Operating Center of Liguria (COR Liguria), UO Clinical Epidemiology, IRCCS AOU Policlinico San Martino, 16132 Genova, Italy; (L.B.); (D.M.)
| | - Davide Malacarne
- Regional Operating Center of Liguria (COR Liguria), UO Clinical Epidemiology, IRCCS AOU Policlinico San Martino, 16132 Genova, Italy; (L.B.); (D.M.)
| | - Carolina Mensi
- Epidemiology Unit, Regional Operating Center of Lombardia (COR Lombardia), Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20122 Milano, Italy; (C.M.); (D.C.)
| | - Dario Consonni
- Epidemiology Unit, Regional Operating Center of Lombardia (COR Lombardia), Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20122 Milano, Italy; (C.M.); (D.C.)
| | - Silvia Eccher
- Hygiene and Occupational Medicine, Provincial Unit of Health, Regional Operating Center of Autonomous Province of Trento (COR A.P. of Trento), 38100 Trento, Italy;
| | - Guido Mazzoleni
- Occupational Medicine Unit, Alto Adige Health Authority, Regional Operating Center of Autonomous Province of Bolzano (COR A.P. of Bolzano), 39100 Bolzano, Italy;
| | - Vera Comiati
- Azienda Zero, Epidemiological Department, Regional Operating Center of Veneto (COR Veneto), Veneto Region, 35131 Padova, Italy;
| | - Corrado Negro
- Clinical Unit of Occupational Medicine, Regional Operating Center of Friuli-Venezia Giulia (COR Friuli-Venezia Giulia), University of Trieste-Trieste General Hospitals, 34123 Trieste, Italy;
| | - Antonio Romanelli
- Health Local Unit, Public Health Department, Regional Operating Center of Emilia-Romagna (COR Emilia-Romagna), 42020 Reggio Emilia, Italy;
| | - Elisabetta Chellini
- Prevention and Clinical Network, Institute for Cancer Research, Regional Operating Center of Toscana (COR Toscana), 50139 Firenze, Italy; (E.C.); (A.A.)
| | - Alessia Angelini
- Prevention and Clinical Network, Institute for Cancer Research, Regional Operating Center of Toscana (COR Toscana), 50139 Firenze, Italy; (E.C.); (A.A.)
| | - Iolanda Grappasonni
- Regional Operating Center of Marche (COR Marche), School of Medicinal and Health Products Sciences, University of Camerino, 62032 Camerino, Italy;
| | - Gabriella Madeo
- Regional Operating Center of Umbria (COR Umbria), Servizio Prevenzione, Sanità Veterinaria e Sicurezza Alimentare-Regione Umbria, 06126 Perugia, Italy;
| | - Elisa Romeo
- Regional Operating Center of Lazio (COR Lazio), Department of Epidemiology, Lazio Region, 00143 Roma, Italy;
| | - Annamaria Di Giammarco
- Occupational Medicine Unit, Health Local Unit, Regional Operating Center of Abruzzo (COR Abruzzo), 65121 Pescara, Italy; or
| | - Francesco Carrozza
- Oncology Unit, Cardarelli Hospital, Regional Operating Center of Molise (COR Molise), 86100 Campobasso, Italy;
| | - Italo F. Angelillo
- Department of Experimental Medicine, “Luigi Vanvitelli” University, Regional Operating Center of Campania (COR Campania), 80138 Napoli, Italy; or
| | - Domenica Cavone
- Section of Occupational Medicine ‘‘B.Ramazzini’’, Department of Interdisciplinary Medicine, Regional Operating Center of Puglia (COR Puglia), University of Bari, 70125 Bari, Italy; (D.C.); (L.V.)
| | - Luigi Vimercati
- Section of Occupational Medicine ‘‘B.Ramazzini’’, Department of Interdisciplinary Medicine, Regional Operating Center of Puglia (COR Puglia), University of Bari, 70125 Bari, Italy; (D.C.); (L.V.)
| | - Michele Labianca
- Epidemiologic Regional Center, Regional Operating Center of Basilicata (COR Basilicata), 85100 Potenza, Italy;
| | - Federico Tallarigo
- Public Health Unit, Regional Operating Center of Calabria (COR Calabria), 88900 Crotone, Italy;
| | - Rosario Tumino
- Cancer Registry ASP Ragusa and Sicilia Regional Epidemiological Observatory, Regional Operating Center of Sicilia (COR Sicilia), 97100 Ragusa, Italy;
| | - Massimo Melis
- Regional Epidemiological Center, Regional Operating Center of Sardegna (COR Sardegna), 09125 Cagliari, Italy;
| | - Michela Bonafede
- Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, Istituto Nazionale per l’Assicurazione Contro gli Infortuni sul Lavoro, 00143 Roma, Italy; (A.B.); (D.D.M.); (M.B.); (A.S.)
| | - Alberto Scarselli
- Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, Istituto Nazionale per l’Assicurazione Contro gli Infortuni sul Lavoro, 00143 Roma, Italy; (A.B.); (D.D.M.); (M.B.); (A.S.)
| | - Alessandro Marinaccio
- Department of Occupational and Environmental Medicine, Epidemiology and Hygiene, Istituto Nazionale per l’Assicurazione Contro gli Infortuni sul Lavoro, 00143 Roma, Italy; (A.B.); (D.D.M.); (M.B.); (A.S.)
- Correspondence: ; Tel.: +39-0654872621
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Hsu JC, Tseng YC, Chang SM, Lee YC, Lin PC, Chu HJ. Health inequality: a longitudinal study on geographic variations in lung cancer incidence and mortality in Taiwan. BMC Public Health 2020; 20:951. [PMID: 32552808 PMCID: PMC7301436 DOI: 10.1186/s12889-020-09044-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2018] [Accepted: 06/03/2020] [Indexed: 11/10/2022] Open
Abstract
Background This study is aimed toward an analysis of the variations in lung cancer incidence and mortality, adjusted by population factors (age, gender, and year), between administrative areas. Methods This is a retrospective study, using 2005–2014 data in each administrative area from the Taiwan Cancer Registry database organized by the Health Promotion Administration. The yearly age-standardized (overall) and crude (stratified by gender and age) incidence/mortality (and their growth rates) for each administrative area were collected and calculated. We used a mixed model to analyze the repeated measurements of yearly incidence and mortality rates and used general linear regression to analyze their growth rates. Results It was found that male and elderly populations had significantly higher lung cancer incidence and mortality in Taiwan. After adjusting for gender, age, and calendar year, there were no significant variations in incidence among the administrative areas, while the mortality in Yilan County was significantly higher than that in Taipei City (the capital city of Taiwan). On the other hand, the incidence in the female and younger population and mortality growth rates were higher. The incidence growth rate in Keelung City was significantly lower than that in Taipei City, while there were no significant variations in mortality growth rate among administrative areas. Conclusions This study found an inequality in the lung cancer burden among cities in Taiwan, which can serve as the basis for future resource allocations for lung cancer prevention and treatment in Taiwan.
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Affiliation(s)
- Jason C Hsu
- International Ph.D. Program in Biotech and Healthcare Management, College of Management, Taipei Medical University, Taipei, Taiwan.
| | - Yu-Chi Tseng
- Institute of Clinical Pharmacy and Pharmaceutical Sciences, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Sheng-Mao Chang
- Department of Statistics, College of Management, National Cheng Kung University, Tainan, Taiwan
| | - Yang-Cheng Lee
- Department of Internal Medicine, Tainan Municipal Hospital, Tainan, Taiwan
| | - Peng-Chan Lin
- Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Hone-Jay Chu
- Department of Geomatics, National Cheng Kung University, Tainan, Taiwan
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Association between polymorphism in CDKN2B-AS1 gene and its interaction with smoking on the risk of lung cancer in a Chinese population. Hum Genomics 2019; 13:58. [PMID: 31775885 PMCID: PMC6880550 DOI: 10.1186/s40246-019-0240-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2019] [Accepted: 10/01/2019] [Indexed: 01/06/2023] Open
Abstract
Background Long non-coding RNAs became the hot spots in the carcinogenesis of various tumors. This case-control study evaluated the association between the rs2151280 in lncRNA CDKN2B-AS1 and lung cancer risk. Methods This study included 507 lung cancer patients and 542 healthy individuals. Odds ratios and their 95% confidence intervals were calculated by unconditional logistic regression analysis to evaluate the association between the rs2151280 and lung cancer risk. Results Compared with individuals carrying TT genotype, individuals carrying CC genotype of rs2151280 had a decreased risk of lung cancer (OR = 0.640, 95%CI = 0.421–0.972, P = 0.036). In the recessive model, rs2151280 CC genotype was observed to reduce the risk of lung cancer (OR = 0.684). C allele was associated with non-small cell lung cancer risk (OR = 0.674). The rs2151280 was significantly associated with lung adenocarcinoma risk (CCvsTT: OR = 0.567, 95%CI = 0.333–0.965, P = 0.037; CCvsTC+TT: OR = 0.543, 95%CI 0.330–0.893, P = 0.016, respectively). However, there was no significant association between rs2151280 and lung squamous cell carcinoma risk in five models. The quantitative analysis suggested that there were no significant interactions of rs2151280 with smoking exposure to lung cancer susceptibility. Conclusions This hospital-based case-control study suggested that CDKN2B-AS1 rs2151280 T>C was associated with the risk of lung cancer.
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Mazzei MA, Sartorelli P, Bagnacci G, Gentili F, Sisinni AG, Fausto A, Mazzei FG, Volterrani L. Occupational Lung Diseases: Underreported Diagnosis in Radiological Practice. Semin Ultrasound CT MR 2018; 40:36-50. [PMID: 30686366 DOI: 10.1053/j.sult.2018.10.019] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Underreporting of occupational lung diseases is a widespread problem in clinical practice. In Europe there is not a common regulation even for the recognition of occupational cancers. Furthermore epidemiologic data on occupational interstitial lung diseases, in general, is limited by no standardized diagnostic criteria, varied physician awareness and training, limitations inherent to the various data sources, and the long latency period. Therefore, to optimize the management of the patient with occupational pathology, the collaboration and skills of the multidisciplinary at the service of the patient, play a fundamental role. In particular, radiologists should give substance to a clinical suspicion on an anamnestic basis and at the same time should recognize patterns of illness that can lead to the emergence of stories of misunderstood exposures. This article aims to provide an overview of the main occupational lung diseases with attention to diagnostic possibilities of the different imaging techniques. The issue of the radiological error is investigated, providing tools to minimize it in the daily practice.
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Affiliation(s)
- Maria Antonietta Mazzei
- Department of Medical, Surgical and Neuro Sciences, Unit of Diagnostic Imaging, Azienda Ospedaliera Universitaria Senese, University of Siena, Italy
| | - Pietro Sartorelli
- Unit of Occupational Medicine, Azienda Ospedaliera Universitaria Senese, University of Siena, Italy; Department of Medical Biotechnology, Unit of Occupational Medicine, Azienda Ospedaliera Universitaria Senese, University of Siena, Italy
| | - Giulio Bagnacci
- Department of Medical, Surgical and Neuro Sciences, Unit of Diagnostic Imaging, Azienda Ospedaliera Universitaria Senese, University of Siena, Italy.
| | - Francesco Gentili
- Unit of Diagnostic Imaging, Azienda Ospedaliera Universitaria Senese, University of Siena, Italy
| | | | - Alfonso Fausto
- Unit of Diagnostic Imaging, Azienda Ospedaliera Universitaria Senese, University of Siena, Italy
| | | | - Luca Volterrani
- Department of Medical, Surgical and Neuro Sciences, Unit of Diagnostic Imaging, Azienda Ospedaliera Universitaria Senese, University of Siena, Italy
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