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Li Y, Luo D, Zheng Y, Liu K, Chen S, Zhang Y, Wang W, Wu Q, Ling Y, Zhou Y, Chen B, Jiang J. Spatiotemporal distribution and risk factors for patient and diagnostic delays among groups with tuberculous pleurisy: an analysis of 5-year surveillance data in eastern China. Front Public Health 2024; 12:1461854. [PMID: 39314789 PMCID: PMC11416949 DOI: 10.3389/fpubh.2024.1461854] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2024] [Accepted: 08/29/2024] [Indexed: 09/25/2024] Open
Abstract
Objective To understand and analyze the factors relating to patient and diagnostic delays among groups with tuberculous pleurisy (TP), and its spatiotemporal distribution in Zhejiang Province. Methods Data of all tuberculous pleurisy patients were collected from the existing Tuberculosis Information Management System. A time interval of > 2 weeks between first symptom onset and visit to the designated hospital was considered a patient delay, and a time interval of > 2 weeks between the first visit and a confirmed TP diagnosis was considered a diagnostic delay. Univariate and multivariate logistic regression analyses were used to explore factors influencing patient and diagnostic delays in patients with TP. Spatial autocorrelation and spatiotemporal scan analyses were used to identify hot spots and risk clusters, respectively. Results In total, 10,044 patients with TP were included. The median time and interquartile range for patients seeking medical care and diagnosis were 15 (7-30) and 1 (0-8) days, respectively. The results showed that people aged > 65 years, retirees, and residents of Jinhua, Lishui, and Quzhou were positively correlated with patient delay, whereas retreatment patients, houseworkers, unemployed people, and residents of Zhoushan or Ningbo were positively correlated with diagnostic delay. Additionally, high-risk clusters of patient delays were observed in the midwestern Zhejiang Province. The most likely clusters of TP diagnostic delays were found in southeast Zhejiang Province. Conclusion In summary, patient delay of TP in Zhejiang province was shorter than for pulmonary tuberculosis in China, while the diagnostic delay had no difference. Age, city, occupation, and treatment history were related to both patient and diagnostic delays in TP. Interventions in central and western regions of Zhejiang Province should be initiated to improve the early detection of TP. Additionally, the allocation of health resources and accessibility of health services should be improved in the central and eastern regions of Zhejiang Province.
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Affiliation(s)
- Yang Li
- School of Public Health, Hangzhou Normal University, Hangzhou, Zhejiang, China
| | - Dan Luo
- School of Public Health, Hangzhou Medical College, Hangzhou, Zhejiang, China
| | - Yi Zheng
- Department of Tuberculosis Control and Prevention, Jiaxing Nanhu District Center for Disease Control and Prevention, Jiaxing, Zhejiang, China
| | - Kui Liu
- Department of Tuberculosis Control and Prevention, Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou, Zhejiang, China
| | - Songhua Chen
- Department of Tuberculosis Control and Prevention, Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou, Zhejiang, China
| | - Yu Zhang
- Department of Tuberculosis Control and Prevention, Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou, Zhejiang, China
| | - Wei Wang
- Department of Tuberculosis Control and Prevention, Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou, Zhejiang, China
| | - Qian Wu
- Department of Tuberculosis Control and Prevention, Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou, Zhejiang, China
| | - Yuxiao Ling
- School of Public Health, Health Science Center, Ningbo University, Ningbo, Zhejiang, China
| | - Yiqing Zhou
- School of Public Health, Hangzhou Medical College, Hangzhou, Zhejiang, China
| | - Bin Chen
- Department of Tuberculosis Control and Prevention, Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou, Zhejiang, China
| | - Jianmin Jiang
- Department of Tuberculosis Control and Prevention, Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou, Zhejiang, China
- Key Laboratory of Vaccine, Prevention and Control of Infectious Disease of Zhejiang Province, Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou, Zhejiang, China
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Chacko B, Chaudhry D, Peter JV, Khilnani GC, Saxena P, Sehgal IS, Ahuja K, Rodrigues C, Modi M, Jaiswal A, Jasiel GJ, Sahasrabudhe S, Bose P, Ahuja A, Suprapaneni V, Prajapat B, Manesh A, Chawla R, Guleria R. ISCCM Position Statement on the Approach to and Management of Critically Ill Patients with Tuberculosis. Indian J Crit Care Med 2024; 28:S67-S91. [PMID: 39234233 PMCID: PMC11369919 DOI: 10.5005/jp-journals-10071-24783] [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: 07/02/2024] [Accepted: 07/24/2024] [Indexed: 09/06/2024] Open
Abstract
Tuberculosis (TB) is an important cause of morbidity and mortality globally. About 3-4% of hospitalized TB patients require admission to the intensive care unit (ICU); the mortality in these patients is around 50-60%. There is limited literature on the evaluation and management of patients with TB who required ICU admission. The Indian Society of Critical Care Medicine (ISCCM) constituted a working group to develop a position paper that provides recommendations on the various aspects of TB in the ICU setting based on available evidence. Seven domains were identified including the categorization of TB in the critically ill, diagnostic workup, drug therapy, TB in the immunocompromised host, organ support, infection control, and post-TB sequelae. Forty-one questions pertaining to these domains were identified and evidence-based position statements were generated, where available, keeping in focus the critical care aspects. Where evidence was not available, the recommendations were based on consensus. This position paper guides the approach to and management of critically ill patients with TB. How to cite this article Chacko B, Chaudhry D, Peter JV, Khilnani G, Saxena P, Sehgal IS, et al. isccm Position Statement on the Approach to and Management of Critically Ill Patients with Tuberculosis. Indian J Crit Care Med 2024;28(S2):S67-S91.
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Affiliation(s)
- Binila Chacko
- Medical Intensive Care Unit, Christian Medical College, Vellore, Tamil Nadu, India
| | - Dhruva Chaudhry
- Department of Pulmonary and Critical Care Medicine, Pt BDS Post Graduate Institute of Medical Sciences, Rohtak, Haryana, India
| | - John V Peter
- Medical Intensive Care Unit, Christian Medical College, Vellore, Tamil Nadu, India
| | - Gopi C Khilnani
- Department of Pulmonary, Critical Care and Sleep Medicine, PSRI Hospital, New Delhi, India
| | - Prashant Saxena
- Department of Pulmonary, Critical Care and Sleep Medicine, Fortis Hospital, Vasant Kung, New Delhi, India
| | - Inderpaul S Sehgal
- Department of Pulmonary Medicine, Postgraduate Institute of Medical Education and Research, Chandigarh, Punjab, India
| | - Kunal Ahuja
- Department of Pulmonary, Critical Care and Sleep Medicine, PSRI Hospital, New Delhi, India
| | - Camilla Rodrigues
- Department of Lab Medicine, Hinduja Hospital, Mumbai, Maharashtra, India
| | - Manish Modi
- Department of Neurology, Postgraduate Institute of Medical Education and Research, Chandigarh, Punjab, India
| | - Anand Jaiswal
- Deparment of Respiratory Diseases, Medanta Medicity, Gurugram, Haryana, India
| | - G Joel Jasiel
- Medical Intensive Care Unit, Christian Medical College, Vellore, Tamil Nadu, India
| | - Shrikant Sahasrabudhe
- Department of Critical Care Medicine and Pulmonology, KIMS Manavata Hospital, Nashik, Maharashtra, India
| | - Prithviraj Bose
- Medical Intensive Care Unit, Christian Medical College, Vellore, Tamil Nadu, India
| | - Aman Ahuja
- Department of Pulmonary and Critical Care Medicine, PGIMS, Rohtak, Haryana, India
| | - Vineela Suprapaneni
- Department of Pulmonary and Critical Care Medicine, PGIMS, Rohtak, Haryana, India
| | - Brijesh Prajapat
- Department of Pulmonary and Critical Care Medicine, Yashoda Group of Hospitals, Ghaziabad, Uttar Pradesh, India
| | - Abi Manesh
- Department of Infectious Diseases, Christian Medical College, Vellore, Tamil Nadu, India
| | - Rajesh Chawla
- Department of Respiratory Medicine, Critical Care and Sleep Medicine, Indraprastha Apollo Hospitals, New Delhi, India
| | - Randeep Guleria
- Institute of Internal Medicine and Respiratory and Sleep Medicine, Medanta Medical School, Gurugram, Haryana, India
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Hassanain O, Alaa M, Khalifa MK, Kamal N, Albagoury A, El Ghoneimy AM. Genetic variants associated with osteosarcoma risk: a systematic review and meta-analysis. Sci Rep 2024; 14:3828. [PMID: 38360742 PMCID: PMC10869693 DOI: 10.1038/s41598-024-53802-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Accepted: 02/05/2024] [Indexed: 02/17/2024] Open
Abstract
Osteosarcoma (OS) is the most common type of primary bone malignancy. Common genetic variants including single nucleotide polymorphisms (SNPs) have been associated with osteosarcoma risk, however, the results of published studies are inconsistent. The aim of this study was to systematically review genetic association studies to identify SNPs associated with osteosarcoma risk and the effect of race on these associations. We searched the Medline, Embase, Scopus from inception to the end of 2019. Seventy-five articles were eligible for inclusion. These studies investigated the association of 190 SNPs across 79 genes with osteosarcoma, 18 SNPs were associated with the risk of osteosarcoma in the main analysis or in subgroup analysis. Subgroup analysis displayed conflicting effects between Asians and Caucasians. Our review comprehensively summarized the results of published studies investigating the association of genetic variants with osteosarcoma susceptibility, however, their potential value should be confirmed in larger cohorts in different ethnicities.
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Affiliation(s)
- Omneya Hassanain
- Epidemiology and Biostatistics Unit, Clinical Research, Children's Cancer Hospital Egypt-57357 (CCHE-57357), 1 Seket el Emam, el Sayeda Zeinab, Cairo, 11441, Egypt.
| | - Mahmoud Alaa
- Basic Research, Children's Cancer Hospital Egypt-57357 (CCHE-57357), Cairo, Egypt
| | - Mohamed K Khalifa
- Molecular Pathology Laboratory, Children's Cancer Hospital Egypt-57357 (CCHE-57357), Cairo, Egypt
| | - Nehal Kamal
- Basic Research, Children's Cancer Hospital Egypt-57357 (CCHE-57357), Cairo, Egypt
| | - Aseel Albagoury
- Basic Research, Children's Cancer Hospital Egypt-57357 (CCHE-57357), Cairo, Egypt
| | - Ahmed M El Ghoneimy
- Department of Orthopedic Oncology, Children's Cancer Hospital-57357 (CCHE-57357), Cairo, Egypt
- Department of Orthopedics, Faculty of Medicine, Cairo University, Cairo, Egypt
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Lee JM, Seong JH, Min J, Hong YJ, Seo W, Cho HJ. Case 17: A 62-Year-Old Man With Dyspnea and Chest Discomfort for 1 Month. J Korean Med Sci 2023; 38:e416. [PMID: 38084031 PMCID: PMC10713446 DOI: 10.3346/jkms.2023.38.e416] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/22/2023] [Accepted: 11/17/2023] [Indexed: 12/18/2023] Open
Affiliation(s)
- Jong Min Lee
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Jeong Hyeon Seong
- Department of Internal Medicine, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Jinsoo Min
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Yu Jin Hong
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, Incheon St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Wan Seo
- Division of Pulmonology and Critical Care Medicine, Department of Internal Medicine, Uijeongbu St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Hyeong Jun Cho
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea.
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Zhou Y, Luo D, Liu K, Chen B, Chen S, Pan J, Liu Z, Jiang J. Trend of the Tuberculous Pleurisy Notification Rate in Eastern China During 2017-2021: Spatiotemporal Analysis. JMIR Public Health Surveill 2023; 9:e49859. [PMID: 37902822 PMCID: PMC10644181 DOI: 10.2196/49859] [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: 06/12/2023] [Revised: 08/31/2023] [Accepted: 09/19/2023] [Indexed: 10/31/2023] Open
Abstract
BACKGROUND Tuberculous pleurisy (TP) presents a serious allergic reaction in the pleura caused by Mycobacterium tuberculosis; however, few studies have described its spatial epidemiological characteristics in eastern China. OBJECTIVE This study aimed to determine the epidemiological distribution of TP and predict its further development in Zhejiang Province. METHODS Data on all notified cases of TP in Zhejiang Province, China, from 2017 to 2021 were collected from the existing tuberculosis information management system. Analyses, including spatial autocorrelation and spatial-temporal scan analysis, were performed to identify hot spots and clusters, respectively. The prediction of TP prevalence was performed using the seasonal autoregressive integrated moving average (SARIMA), Holt-Winters exponential smoothing, and Prophet models using R (The R Foundation) and Python (Python Software Foundation). RESULTS The average notification rate of TP in Zhejiang Province was 7.06 cases per 100,000 population, peaking in the summer. The male-to-female ratio was 2.18:1. In terms of geographical distribution, clusters of cases were observed in the western part of Zhejiang Province, including parts of Hangzhou, Quzhou, Jinhua, Lishui, Wenzhou, and Taizhou city. Spatial-temporal analysis identified 1 most likely cluster and 4 secondary clusters. The Holt-Winters model outperformed the SARIMA and Prophet models in predicting the trend in TP prevalence. CONCLUSIONS The western region of Zhejiang Province had the highest risk of TP. Comprehensive interventions, such as chest x-ray screening and symptom screening, should be reinforced to improve early identification. Additionally, a more systematic assessment of the prevalence trend of TP should include more predictors.
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Affiliation(s)
- Ying Zhou
- School of Public Health, Hangzhou Normal University, Hangzhou, China
| | - Dan Luo
- School of Public Health, Hangzhou Medical College, Hangzhou, China
| | - Kui Liu
- Department of Tuberculosis Control and Prevention, Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou, China
- National Centre for Tuberculosis Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing, China
| | - Bin Chen
- Department of Tuberculosis Control and Prevention, Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou, China
| | - Songhua Chen
- Department of Tuberculosis Control and Prevention, Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou, China
| | - Junhang Pan
- Department of Tuberculosis Control and Prevention, Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou, China
| | - Zhengwei Liu
- Department of Tuberculosis Control and Prevention, Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou, China
| | - Jianmin Jiang
- Department of Tuberculosis Control and Prevention, Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou, China
- Key Laboratory of Vaccine, Prevention and Control of Infectious Disease of Zhejiang Province, Zhejiang Provincial Center for Disease Control and Prevention, Hangzhou, China
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Yareshko A, Kulish M. HOMEOSTATIC ROLE OF GLUCOCORTICOIDS IN THE TREATMENT OF PULMONARY TUBERCULOSIS. WIADOMOSCI LEKARSKIE (WARSAW, POLAND : 1960) 2022; 75:2108-2111. [PMID: 36256937 DOI: 10.36740/wlek202209111] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
OBJECTIVE The aim: To establish the clinical and pathogenetic role of glucocorticoid imbalance as an important link of impairment of the adaptive system homeostasis and to determine ways of its correction as a way to increase the effectiveness of the pulmonary tuberculosis treatment. PATIENTS AND METHODS Materials and methods: The effectiveness of glucocorticoids in the pulmonary tuberculosis treatment was studied in 304 patients, of which 134 patients (group 1) received only antibacterial therapy, 67 patients (group 2) were supplemented with glucocorticoids (20-30 mg of prednisolone, daily, in 3 doses, with their cessation by gradual reduction of dose). 103 patients (group 3) also received antibacterial therapy in combination with glucocorticoids (20-30 mg of prednisolone, in the morning, in a daily dose every other day, cessation was carried out simultaneously without reducing the dose). RESULTS Results: The study found that the level of cortisol in patients with pulmonary tuberculosis was significantly higher than normal, did not have age and gender dependence, but showed a connection with the severity of clinical forms of tuberculosis, the duration of disease development and the presence of intoxication. It was established that the daily fluctuations of cortisol persist in tuberculosis patients, but its level significantly exceeds the norm, which indicates the functional stressing of the adaptive system. CONCLUSION Conclusions: The article substantiates the homeostatic role of glucocorticoids in the complex treatment of tuberculosis patients when administered in a double physiological dose every other day, taking into account the daily biorhythm of the hypothalamic-pituitary-adrenal axis function.
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Extrapulmonary Tuberculosis—An Update on the Diagnosis, Treatment and Drug Resistance. JOURNAL OF RESPIRATION 2021. [DOI: 10.3390/jor1020015] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Pathogenic Mycobacterium tuberculosis complex organisms (MTBC) primarily cause pulmonary tuberculosis (PTB); however, MTBC are also capable of causing disease in extrapulmonary (EP) organs, which pose a significant threat to human health worldwide. Extrapulmonary tuberculosis (EPTB) accounts for about 20–30% of all active TB cases and affects mainly children and adults with compromised immune systems. EPTB can occur through hematogenous, lymphatic, or localized bacillary dissemination from a primary source, such as PTB, and affects the brain, eye, mouth, tongue, lymph nodes of neck, spine, bones, muscles, skin, pleura, pericardium, gastrointestinal, peritoneum, and the genitourinary system as primary and/or disseminated disease. EPTB diagnosis involves clinical, radiological, microbiological, histopathological, biochemical/immunological, and molecular methods. However, only culture and molecular techniques are considered confirmatory to differentiate MTBC from any non-tuberculous mycobacteria (NTM) species. While EPTB due to MTBC responds to first-line anti-TB drugs (ATD), drug susceptibility profiling is an essential criterion for addressing drug-resistant EPTB cases (DR-EPTB). Besides antibiotics, adjuvant therapy with corticosteroids has also been used to treat specific EPTB cases. Occasionally, surgical intervention is recommended, mainly when organ damage is debilitating to the patient. Recent epidemiological studies show a striking increase in DR-EPTB cases ranging from 10–15% across various reports. As a neglected disease, significant developments in rapid and accurate diagnosis and better therapeutic interventions are urgently needed to control the emerging EPTB situation globally. In this review, we discuss the recent advances in the clinical diagnosis, treatment, and drug resistance of EPTB.
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Xie Y, Xie J, Meijer AH, Schaaf MJM. Glucocorticoid-Induced Exacerbation of Mycobacterial Infection Is Associated With a Reduced Phagocytic Capacity of Macrophages. Front Immunol 2021; 12:618569. [PMID: 34046029 PMCID: PMC8148013 DOI: 10.3389/fimmu.2021.618569] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2020] [Accepted: 04/13/2021] [Indexed: 01/20/2023] Open
Abstract
Glucocorticoids are effective drugs for treating immune-related diseases, but prolonged therapy is associated with an increased risk of various infectious diseases, including tuberculosis. In this study, we have used a larval zebrafish model for tuberculosis, based on Mycobacterium marinum (Mm) infection, to study the effect of glucocorticoids. Our results show that the synthetic glucocorticoid beclomethasone increases the bacterial burden and the dissemination of a systemic Mm infection. The exacerbated Mm infection was associated with a decreased phagocytic activity of macrophages, higher percentages of extracellular bacteria, and a reduced rate of infected cell death, whereas the bactericidal capacity of the macrophages was not affected. The inhibited phagocytic capacity of macrophages was associated with suppression of the transcription of genes involved in phagocytosis in these cells. The decreased bacterial phagocytosis by macrophages was not specific for Mm, since it was also observed upon infection with Salmonella Typhimurium. In conclusion, our results show that glucocorticoids inhibit the phagocytic activity of macrophages, which may increase the severity of bacterial infections like tuberculosis.
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Affiliation(s)
- Yufei Xie
- Institute of Biology, Leiden University, Leiden, Netherlands
| | - Jiajun Xie
- Institute of Biology, Leiden University, Leiden, Netherlands
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Zhu Y, Gao YH, Zou JN, Xi EP. Beware of Pleural Thickening and Calcification: An Enlightenment from a Case of Tuberculous Pleurisy. Risk Manag Healthc Policy 2021; 14:1551-1554. [PMID: 33883959 PMCID: PMC8054818 DOI: 10.2147/rmhp.s303614] [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: 01/25/2021] [Accepted: 03/29/2021] [Indexed: 11/23/2022] Open
Abstract
Tuberculous pleurisy, a type of extra-pulmonary tuberculosis, is the pleural inflammation caused by hypersensitive response of the pleural cavity stimulated by mycobacterium tuberculosis and its metabolites. If the patient does not receive timely and effective treatment and intervention, a large amount of fibrin will be deposited which will cause pleural thickening, adhesions, and even calcification. At present, clinical cases of typical pleural thickening and calcification have been rarely reported. In this paper, we will report a case of significant pleural thickening and calcification caused by tuberculous pleurisy; moreover, the patient earliest got tuberculous pleurisy about in 20 years ago and had received anti-tuberculous treatment at that time. The patient's typical crescent-shaped shadow created by pleural thickening and calcification is very rare in the domestic and international literature.
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Affiliation(s)
- Yu Zhu
- Department of Thoracic Cardiovascular Surgery, General Hospital of the Central Theater Command of the People's Liberation Army, Wuhan, 430070, People's Republic of China
| | - Yan-Hong Gao
- Department of Ultrasound, General Hospital of the Central Theater Command of the People's Liberation Army, Wuhan, 430070, People's Republic of China
| | - Jia-Ni Zou
- Department of Radiology, General Hospital of the Central Theater Command of the People's Liberation Army, Wuhan, 430070, People's Republic of China
| | - Er-Ping Xi
- Department of Thoracic Cardiovascular Surgery, General Hospital of the Central Theater Command of the People's Liberation Army, Wuhan, 430070, People's Republic of China
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Ren Z, Hu Y, Xu L. Identifying tuberculous pleural effusion using artificial intelligence machine learning algorithms. Respir Res 2019; 20:220. [PMID: 31619240 PMCID: PMC6796452 DOI: 10.1186/s12931-019-1197-5] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2019] [Accepted: 09/24/2019] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND The differential diagnosis of tuberculous pleural effusion (TPE) is challenging. In recent years, artificial intelligence (AI) machine learning algorithms have started being used to an increasing extent in disease diagnosis due to the high level of efficiency, objectivity, and accuracy that they offer. METHODS Data samples on 192 patients with TPE, 54 patients with parapneumonic pleural effusion (PPE), and 197 patients with malignant pleural effusion (MPE) were retrospectively collected. Based on 28 different features obtained via statistical analysis, TPE diagnostic models using four machine learning algorithms (MLAs), namely logistic regression, k-nearest neighbors (KNN), support vector machine (SVM) and random forest (RF) were established and their respective diagnostic performances were calculated. The respective diagnostic performances of each of the four algorithmic models were compared with that of pleural fluid adenosine deaminase (pfADA). Based on 12 features with the most significant impacts on the accuracy of the RF model, a new RF model was designed for clinical application. To demonstrate its external validity, a prospective study was conducted and the diagnostic performance of the RF model was calculated. RESULTS The respective sensitivity and specificity of each of the four TPE diagnostic models were as follows: logistic regression - 80.5 and 84.8%; KNN- 78.6 and 86.6%; SVM - 83.2 and 85.9%; and RF - 89.1 and 93.6%. The sensitivity and specificity of pfADA were 85.4 and 84.1%, respectively, at the best cut-off value of 17.5 U/L. RF was the superior method among the four MLAs, and was also superior to pfADA. The newly designed RF model (based on 12 out of 28 features) exhibited an acceptable performance rate for the diagnosis of TPE with a sensitivity and specificity of 90.6 and 92.3%, respectively. In the prospective study, its sensitivity and specificity were 100.0 and 90.0%, respectively. CONCLUSIONS Establishing a model for the diagnosis of TPE using RF resulted in a more effective, economical, and faster diagnostic method. This method could enable clinicians to diagnose and treat TPE more effectively.
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Affiliation(s)
- Zenghua Ren
- Department of Respiratory Medicine, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, No. 600, YiShan Road, Shanghai, 200233, China
| | - Yudan Hu
- Department of Respiratory Medicine, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, No. 600, YiShan Road, Shanghai, 200233, China
| | - Ling Xu
- Department of Respiratory Medicine, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, No. 600, YiShan Road, Shanghai, 200233, China.
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Taylor WJ, Green SE. Use of multi-attribute decision-making to inform prioritization of Cochrane review topics relevant to rehabilitation. Eur J Phys Rehabil Med 2019; 55:322-330. [PMID: 30947492 DOI: 10.23736/s1973-9087.19.05787-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
BACKGROUND Limited resources imply the need for prioritization; this also applies to the conduct of Cochrane Reviews. Therefore, processes for identifying the most important topics for review should be determined. AIM The aim of this study was to describe some examples of prioritization approaches used within Cochrane; to introduce the concept of multi-criteria decision analysis, provide an example of how this is being used to determine the relative importance of research questions in musculoskeletal health by the Australasian Musculoskeletal Clinical Trials (ANZMUSC) network and how a similar approach could be used to inform Cochrane Rehabilitation priorities. METHODS A narrative overview of the Cochrane Methods Priority Setting Group and new guidance from Cochrane on priority setting; a description of the ANZMUSC prioritization project and the proposed outline of a prioritization process that could be undertaken by Review Groups related to rehabilitation. RESULTS There are no explicit processes for prioritization for Cochrane Reviews that involve multi-criteria decision making, even though such approaches appear to be potentially useful and may overcome some disadvantages of alternative approaches. DISCUSSION Although the ANZMUSC prioritization project is not yet complete nor shown to be successful, it may offer a useful road-map for developing a transparent method of prioritizing which research topics to pursue, in a way that could be easily implemented and updated.
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Affiliation(s)
- William J Taylor
- Unit of Rehabilitation Teaching and Research, Department of Medicine, University of Otago, Wellington, New Zealand -
| | - Sally E Green
- Cochrane Australia, School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia
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12
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Adjuvant therapies in critical care: steroids to treat infectious diseases. Intensive Care Med 2017; 44:1306-1309. [DOI: 10.1007/s00134-017-5020-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2017] [Accepted: 12/04/2017] [Indexed: 10/18/2022]
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Meyran D, Miroux P, Jabre P. La Cochrane et la médecine d’urgence. ANNALES FRANCAISES DE MEDECINE D URGENCE 2017. [DOI: 10.1007/s13341-017-0791-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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