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The accuracy of an electronic nose to diagnose tuberculosis in patients referred to an expert centre. PLoS One 2023; 18:e0276045. [PMID: 36749748 PMCID: PMC9904488 DOI: 10.1371/journal.pone.0276045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2022] [Accepted: 09/28/2022] [Indexed: 02/08/2023] Open
Abstract
INTRODUCTION An electronic nose (eNose) device has shown a high specificity and sensitivity to diagnose or rule out tuberculosis (TB) in the past. The aim of this study was to evaluate its performance in patients referred to INERAM. METHODS Patients aged ≥15 years were included. A history, physical examination, chest radiography (CRX) and microbiological evaluation of a sputum sample were performed in all participants, as well as a 5-minute breath test with the eNose. TB diagnosis was preferably established by the gold standard and compared to the eNose predictions. Univariate and multivariate logistic regression analyses were performed to assess potential risk factors for erroneous classification results by the eNose. RESULTS 107 participants with signs and symptoms of TB were enrolled of which 91 (85.0%) were diagnosed with TB. The blind eNose predictions resulted in an accuracy of 50%; a sensitivity of 52.3% (CI 95%: 39.6-64.7%) and a specificity of 36.4% (CI 95%: 12.4-68.4%). Risk factors for erroneous classifications by the eNose were older age (multivariate analysis: OR 1.55, 95% CI 1.10-2.18, p = 0.012) and antibiotic use (multivariate analysis: OR 3.19, 95% CI 1.06-9.66, p = 0.040). CONCLUSION In this study, the accuracy of the eNose to diagnose TB in a tertiary referral hospital was only 50%. The use of antibiotics and older age represent important factors negatively influencing the diagnostic accuracy of the eNose. Therefore, its use should probably be restricted to screening in high-risk communities in less complex healthcare settings.
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Deep learning classification of active tuberculosis lung zones wise manifestations using chest X-rays: a multi label approach. Sci Rep 2023; 13:887. [PMID: 36650270 PMCID: PMC9845381 DOI: 10.1038/s41598-023-28079-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Accepted: 01/12/2023] [Indexed: 01/19/2023] Open
Abstract
Chest X-rays are the most economically viable diagnostic imaging test for active pulmonary tuberculosis screening despite the high sensitivity and low specificity when interpreted by clinicians or radiologists. Computer aided detection (CAD) algorithms, especially convolution based deep learning architecture, have been proposed to facilitate the automation of radiography imaging modalities. Deep learning algorithms have found success in classifying various abnormalities in lung using chest X-ray. We fine-tuned, validated and tested EfficientNetB4 architecture and utilized the transfer learning methodology for multilabel approach to detect lung zone wise and image wise manifestations of active pulmonary tuberculosis using chest X-ray. We used Area Under Receiver Operating Characteristic (AUC), sensitivity and specificity along with 95% confidence interval as model evaluation metrics. We also utilized the visualisation capabilities of convolutional neural networks (CNN), Gradient-weighted Class Activation Mapping (Grad-CAM) as post-hoc attention method to investigate the model and visualisation of Tuberculosis abnormalities and discuss them from radiological perspectives. EfficientNetB4 trained network achieved remarkable AUC, sensitivity and specificity of various pulmonary tuberculosis manifestations in intramural test set and external test set from different geographical region. The grad-CAM visualisations and their ability to localize the abnormalities can aid the clinicians at primary care settings for screening and triaging of tuberculosis where resources are constrained or overburdened.
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Salomon A, Boffa J, Moyo S, Chikovore J, Sulis G, Daniels B, Kwan A, Mkhombo T, Wu S, Pai M, Daftary A. Prescribing practices for presumptive TB among private general practitioners in South Africa: a cross-sectional, standardised patient study. BMJ Glob Health 2022; 7:bmjgh-2021-007456. [PMID: 35042710 PMCID: PMC8768922 DOI: 10.1136/bmjgh-2021-007456] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2021] [Accepted: 12/22/2021] [Indexed: 11/16/2022] Open
Abstract
Introduction Medicine prescribing practices are integral to quality of care for leading infectious diseases such as tuberculosis (TB). We describe prescribing practices in South Africa’s private health sector, where an estimated third of people with TB symptoms first seek care. Methods Sixteen standardised patients (SPs) presented one of three cases during unannounced visits to private general practitioners (GPs) in Durban and Cape Town: TB symptoms, HIV-positive; TB symptoms, a positive molecular test for TB, HIV-negative; and TB symptoms, history of incomplete TB treatment, HIV-positive. Prescribing practices were recorded in standardised exit interviews and analysed based on their potential to contribute to negative outcomes, including increased healthcare expenditures, antibiotic overuse or misuse, and TB diagnostic delay. Factors associated with antibiotic use were assessed using Poisson regression with a robust variance estimator. Results Between August 2018 and July 2019, 511 SP visits were completed with 212 GPs. In 88.5% (95% CI 85.2% to 91.1%) of visits, at least one medicine (median 3) was dispensed or prescribed and most (93%) were directly dispensed. Antibiotics, which can contribute to TB diagnostic delay, were the most common medicine (76.5%, 95% CI 71.7% to 80.7% of all visits). A majority (86.1%, 95% CI 82.9% to 88.5%) belonged to the WHO Access group; fluoroquinolones made up 8.8% (95% CI 6.3% to 12.3%). Factors associated with antibiotic use included if the SP was asked to follow-up if symptoms persisted (RR 1.14, 95% CI 1.04 to 1.25) and if the SP presented as HIV-positive (RR 1.11, 95% CI 1.01 to 1.23). An injection was offered in 31.9% (95% CI 27.0% to 37.2%) of visits; 92% were unexplained. Most (61.8%, 95% CI 60.2% to 63.3%) medicines were not listed on the South African Primary Healthcare Essential Medicines List. Conclusion Prescribing practices among private GPs for persons presenting with TB-like symptoms in South Africa raise concern about inappropriate antimicrobial use, private healthcare costs and TB diagnostic delay.
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Affiliation(s)
- Angela Salomon
- School of Medicine, Queen's University, Kingston, Ontario, Canada
- McGill International TB Centre, McGill University, Montréal, Quebec, Canada
| | - Jody Boffa
- Division of Biostatistics and Epidemiology, Stellenbosch University, Stellenbosch, South Africa
- Centre for Rural Health, University of KwaZulu-Natal, Durban, South Africa
| | - Sizulu Moyo
- Human and Social Capabilities Programme, Human Sciences Research Council, Cape Town, South Africa
- School of Public Health and Family Medicine, University of Cape Town, Cape Town, South Africa
| | - Jeremiah Chikovore
- Human and Social Capabilities Programme, Human Sciences Research Council, Cape Town, South Africa
| | - Giorgia Sulis
- McGill International TB Centre, McGill University, Montréal, Quebec, Canada
- School of Population and Global Health, McGill University, Montreal, Québec, Canada
| | - Benjamin Daniels
- McCourt School of Public Policy, Georgetown University, Washington, DC, USA
| | - Ada Kwan
- Division of Pulmonary and Critical Care Medicine, University of California School of Medicine, San Francisco, California, USA
| | - Tsatsawani Mkhombo
- Human and Social Capabilities Programme, Human Sciences Research Council, Durban, South Africa
| | - Sarah Wu
- Mailman School of Public Health, Columbia University, New York, New York, USA
| | - Madhukar Pai
- McGill International TB Centre, McGill University, Montréal, Quebec, Canada
- School of Population and Global Health, McGill University, Montreal, Québec, Canada
| | - Amrita Daftary
- School of Global Health & Dahdaleh Institute of Global Health Research, York University, Toronto, Ontario, Canada
- Centre for the AIDS Programme of Research, Durban, KwaZulu-Natal, South Africa
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Sun L, Yang Z, Yang F, Wang Z, Li H, Wang H, Sun T. Diagnosis of Mycobacterium tuberculosis Septic Shock in Patients With Anti-synthetase Syndrome Based on Next-Generation Sequencing: A Case Report and Literature Review. Front Med (Lausanne) 2021; 8:675041. [PMID: 34277657 PMCID: PMC8281055 DOI: 10.3389/fmed.2021.675041] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2021] [Accepted: 06/03/2021] [Indexed: 12/27/2022] Open
Abstract
A 51-year-old woman was transferred to the intensive care unit with such symptoms as fever, swollen left knee joint, pain and hypotension. After preliminary evaluation, she was diagnosed as suffering acute suppurative arthritis and septic shock. Then, she was rescued and prescribed to receive treatment with broad-spectrum antibiotics. However, there was no source of infection identified except for the knee joint. The bacterial and fungal cultures of blood samples and articular effusion were shown to be negative, while the results obtained from the next-generation sequencing of blood and articular effusion revealed that Mycobacterium tuberculosis was positive. The patient was then put on five combinations of anti-tuberculosis therapeutic treatment. Nevertheless, despite the active anti-tuberculosis treatment put in place, her general condition still deteriorated progressively. As the level of her bilirubin continued to rise, further treatment was affected, which prompted the change made to the anti-tuberculosis treatment program. Her clinical condition continued to deteriorate, which led to the development of unstable vital signs and the multiple organ dysfunction syndrome. In spite of our best efforts to save her life, the patient still ended up with death.
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Affiliation(s)
- Limin Sun
- General Intensive Care Unit, Zhengzhou Key Laboratory of Sepsis, Henan Key Laboratory of Critical Care Medicine, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Ziyue Yang
- General Intensive Care Unit, Zhengzhou Key Laboratory of Sepsis, Henan Key Laboratory of Critical Care Medicine, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Fei Yang
- General Intensive Care Unit, Zhengzhou Key Laboratory of Sepsis, Henan Key Laboratory of Critical Care Medicine, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Zhenhua Wang
- General Intensive Care Unit, Zhengzhou Key Laboratory of Sepsis, Henan Key Laboratory of Critical Care Medicine, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Hongqiang Li
- General Intensive Care Unit, Zhengzhou Key Laboratory of Sepsis, Henan Key Laboratory of Critical Care Medicine, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Huifen Wang
- Department of Infectious Diseases, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
- Gene Hospital of Henan Province, Precision Medicine Center, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Tongwen Sun
- General Intensive Care Unit, Zhengzhou Key Laboratory of Sepsis, Henan Key Laboratory of Critical Care Medicine, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
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Djibuti M, Kasrashvili T, Zurashvili T. Private primary health care provider delay in tuberculosis diagnosis and treatment in Georgia. Public Health Action 2019; 9:84-89. [PMID: 31803578 DOI: 10.5588/pha.19.0001] [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: 01/09/2019] [Accepted: 04/26/2019] [Indexed: 11/10/2022] Open
Abstract
Setting One national and two regional tuberculosis (TB) hospitals in Georgia. Objectives To define the factors associated with private primary health care (PPHC) provider delay in TB diagnosis and treatment. Design This was a cross-sectional study of data collected from consecutive patients with pulmonary TB from July 2015 to August 2016, complemented by qualitative data collected among PPHC providers/managers, TB patients and policy makers. Results PPHC provider delay (>2 weeks from the first medical consultation for TB symptoms to the initiation of TB treatment) occurred in 43.8% of 320 TB patients. Modifiable factors significantly associated with PPHC provider delay included receiving any non-specific treatment before diagnosis of TB (adjusted OR [aOR] 9.45, 95%CI 5.10-17.51), adequate knowledge of TB (aOR 0.35, 95%CI 0.12-0.99) and lower TB-related stigma (aOR 0.47, 95%CI 0.28-0.81). Inappropriate referral of presumptive TB patients to general health facilities for chest X-ray examination, often followed by misinterpretation of X-ray results in these facilities, might mislead PPHC providers to initiate presumptive TB patients on non-specific treatment. Conclusion PPHC provider delay in TB diagnosis and treatment is common in Georgia, highlighting a need for targeted interventions to improve identification and referral of presumptive TB patients to specialised TB services and Xpert testing.
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Affiliation(s)
- M Djibuti
- Partnership for Research and Action for Health, Tbilisi, Georgia.,KNCV Tuberculosis Foundation, The Hague, Netherlands
| | - T Kasrashvili
- Partnership for Research and Action for Health, Tbilisi, Georgia
| | - T Zurashvili
- Partnership for Research and Action for Health, Tbilisi, Georgia
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Mishra R, Patel HK, Singasani R, Vakde T. Tuberculosis septic shock, an elusive pathophysiology and hurdles in management: A case report and review of literature. World J Crit Care Med 2019. [DOI: 10.5492/wjcc.v8.i5.64] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
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Mishra R, Patel HK, Singasani R, Vakde T. Tuberculosis septic shock, an elusive pathophysiology and hurdles in management: A case report and review of literature. World J Crit Care Med 2019; 8:72-81. [PMID: 31559146 PMCID: PMC6753395 DOI: 10.5492/wjccm.v8.i5.72] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/06/2019] [Revised: 08/13/2019] [Accepted: 08/21/2019] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Tuberculosis (TB) is a rare etiology of the septic shock. Timely administration of the anti-microbial agents has shown mortality benefit. Prompt diagnosis and a high index of suspicion are crucial to the management. We present three cases of TBSS with poor outcome in the majority despite timely and susceptible antibiotic administration. CASE SUMMARY Sixty-seven-year-old woman with latent TB presented with fever, cough, and shortness of breath. She was promptly diagnosed with active TB and started on the appropriate anti-microbial regimen; she had a worsening clinical course with septic shock and multi-organ failure after initiation of antibiotics. Thirty-three-year-old man immunocompromised with acquired immune deficiency syndrome presented with fever, anorexia and weight loss. He had no respiratory symptoms, and first chest X-ray was normal. He had enlarged liver, spleen and lymph nodes suspicious for lymphoma. Despite broad-spectrum antibiotics, he succumbed to refractory septic shock and multi-organ failure. It was shortly before his death that anti-TB antimicrobials were initiated based on pathology reports of bone marrow and lymph node biopsies. Forty-nine-year-old woman with asthma and latent TB admitted with cough and shortness of breath. Although Initial sputum analysis was negative, a subsequent broncho-alveolar lavage turned out to be positive for acid fast bacilli followed by initiation of susceptible ant-TB regimen. She had a downward spiral clinical course with shock, multi-organ failure and finally death. CONCLUSION Worse outcome despite timely initiation of appropriate antibiotics raises suspicion of TB immune reconstitution as a possible pathogenesis for TB septic shock.
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Affiliation(s)
- Rashmi Mishra
- Pulmonary and Critical Care, Penn Highlands Healthcare, Dubois, PA 15801, United States
| | - Harish K Patel
- Division of Gastroenterology, Department of Medicine, Bronx Care Health system, Bronx, NY 10457, United States
| | - Rakesh Singasani
- Department of Medicine, SBH Health System, Bronx, NY 10457, United States
| | - Trupti Vakde
- Division of Pulmonary and Critical Care, Department of Medicine, Bronx Care Health System, Bronx, NY 10457, United States
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Mishra R, Patel HK, Singasani R, Vakde T. Tuberculosis septic shock, an elusive pathophysiology and hurdles in management: A case report and review of literature. World J Crit Care Med 2019. [DOI: 10.5492/wjccm.v8.i5.64] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
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Lee MR, Lee CH, Wang JY, Lee SW, Ko JC, Lee LN. Clinical impact of using fluoroquinolone with low antimycobacterial activity on treatment delay in tuberculosis: Hospital-based and population-based cohort study. J Formos Med Assoc 2019; 119:367-376. [PMID: 31262613 DOI: 10.1016/j.jfma.2019.06.008] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2019] [Revised: 06/05/2019] [Accepted: 06/17/2019] [Indexed: 11/30/2022] Open
Abstract
BACKGROUND/PURPOSE Little remains known regarding whether newer FQ with less anti-mycobacterial activity (gemifloxacin) would reduce treatment delay. METHODS We identified one hospital-based cohort (HBC) and one population-based cohort (PBC) including patients receiving amoxicillin/clavulanate acid (Beta-lactam), gemifloxacin (Gemi), and fluoroquinolones other than gemifloxacin (Non-Gemi FQ) prior to TB treatment. RESULTS A total of 201 patients in the HBC and 3544 patients in the PBC were recruited. After 1:1 propensity score matching, TB treatment delay was statistically insignificant between Beta-lactam, Gemi group, and Non-Gemi FQ group in HBC (Beta-lactam vs Gemi: 22.3 ± 21.4 d vs 28.6 ± 27.9 d, p = 0.292; Beta-lactam vs Non-Gemi FQ: 33.3 ± 26.5 d vs 50.3 ± 47.3 d, p = 0.135) and PBC (Beta-lactam vs Gemi: 26.4 ± 29.1 vs 25.0 ± 28.1, p = 0.638; Beta-lactam vs Non-Gemi FQ: 29.4 ± 36.0 d vs 32.7 ± 35.0 d, p = 0.124, Non-Gemi FQ vs Gemi: 28.4 ± 33.0 d vs 25.0 ± 28.1 d, p = 0.29). CONCLUSION While limited by relatively low case number, our study showed that use of gemifloxacin neither results in nor reduces delay in TB treatment. The issue of FQ use on TB treatment delay was also not observed in our study. Early survey and maintaining high clinical alertness remains the key to reducing TB treatment delay.
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Affiliation(s)
- Meng-Rui Lee
- Department of Internal Medicine, National Taiwan University Hospital Hsin-Chu Branch, Hsin-Chu, Taiwan; Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan; Institute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, Taipei, Taiwan.
| | - Chih-Hsin Lee
- Pulmonary Research Center, Division of Pulmonary Medicine, Wan Fang Hospital, Taipei Medical University, Taipei, Taiwan; Department of Internal Medicine, School of Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan.
| | - Jann-Yuan Wang
- Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan.
| | - Shih-Wei Lee
- Department of Internal Medicine, Taoyuan General Hospital, Taoyuan, Taiwan.
| | - Jen-Chung Ko
- Department of Internal Medicine, National Taiwan University Hospital Hsin-Chu Branch, Hsin-Chu, Taiwan; Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan.
| | - Li-Na Lee
- Department of Internal Medicine, Fu Jen Catholic University Hospital, New Taipei City, Taiwan.
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Amoxicillin-Clavulanate in Tuberculosis Disease. INFECTIOUS DISEASES IN CLINICAL PRACTICE 2019. [DOI: 10.1097/ipc.0000000000000715] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Bonadonna LV, Saunders MJ, Guio H, Zegarra R, Evans CA. Socioeconomic and Behavioral Factors Associated with Tuberculosis Diagnostic Delay in Lima, Peru. Am J Trop Med Hyg 2018; 98:1614-1623. [PMID: 29692300 PMCID: PMC6086156 DOI: 10.4269/ajtmh.17-0096] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
Early detection and diagnosis of tuberculosis (TB) is a global priority. Prolonged symptom duration before TB diagnosis is associated with increased morbidity, mortality, and risk of transmission. We aimed to determine socioeconomic and behavioral factors associated with diagnostic delays among patients with TB. Data were collected from 105 patients with TB using a semi-structured interview guide in Lima, Peru. Factors associated with diagnostic delay were analyzed using negative binomial regression. The median delay from when symptoms commenced and the first positive diagnostic sample in public health facilities was 57 days (interquartile range: 28–126). In multivariable analysis, greater diagnostic delay was independently associated with patient older age, female gender, lower personal income before diagnosis, living with fewer people, and having more visits to professional health facilities before diagnosis (all P < 0.05). Patients who first sought care at a private health facility had more visits overall to professional health facilities before diagnosis than those who first sought care from public or insured employee health facilities and had longer diagnostic delay in analysis adjusted for age and gender. Patients with TB were significantly more likely to first self-medicate than to visit professional health facilities before diagnosis (P = 0.003). Thus, diagnostic delay was prolonged, greatest among older, low-income women, and varied according to the type of care sought by individuals when their symptoms commenced. These findings suggest that TB case-finding initiatives should target vulnerable groups in informal and private health facilities, where many patients with TB first seek health care.
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Affiliation(s)
- Lily V Bonadonna
- The University of Michigan, Ann Arbor, Michigan.,Instituto Nacional de Salud, Lima, Perú.,Innovación Por la Salud Y Desarrollo (IPSYD), Asociación Benéfica PRISMA, Lima, Perú.,Innovation For Health And Development (IFHAD), Laboratory of Research and Development, Universidad Peruana Cayetano Heredia, Lima, Perú
| | - Matthew J Saunders
- Infectious Diseases & Immunity, Imperial College London, and Wellcome Trust Imperial College Centre for Global Health Research, London, United Kingdom.,Innovation For Health And Development (IFHAD), Laboratory of Research and Development, Universidad Peruana Cayetano Heredia, Lima, Perú.,Innovación Por la Salud Y Desarrollo (IPSYD), Asociación Benéfica PRISMA, Lima, Perú
| | | | | | - Carlton A Evans
- Infectious Diseases & Immunity, Imperial College London, and Wellcome Trust Imperial College Centre for Global Health Research, London, United Kingdom.,Innovation For Health And Development (IFHAD), Laboratory of Research and Development, Universidad Peruana Cayetano Heredia, Lima, Perú.,Innovación Por la Salud Y Desarrollo (IPSYD), Asociación Benéfica PRISMA, Lima, Perú
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12
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Bonadonna LV, Saunders MJ, Zegarra R, Evans C, Alegria-Flores K, Guio H. Why wait? The social determinants underlying tuberculosis diagnostic delay. PLoS One 2017; 12:e0185018. [PMID: 28945782 PMCID: PMC5612650 DOI: 10.1371/journal.pone.0185018] [Citation(s) in RCA: 38] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2017] [Accepted: 09/04/2017] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND Early detection and diagnosis of tuberculosis remain major global priorities for tuberculosis control. Few studies have used a qualitative approach to investigate the social determinants contributing to diagnostic delay and none have compared data collected from individual, community, and health-system levels. We aimed to characterize the social determinants that contribute to diagnostic delay among persons diagnosed with tuberculosis living in resource-constrained settings. METHODS/PRINCIPLE FINDINGS Data were collected in public health facilities with high tuberculosis incidence in 19 districts of Lima, Peru. Semi-structured interviews with persons diagnosed with tuberculosis (n = 105) and their family members (n = 63) explored health-seeking behaviours, community perceptions of tuberculosis and socio-demographic circumstances. Focus groups (n = 6) were conducted with health personnel (n = 35) working in the National Tuberculosis Program. All interview data were transcribed and analysed using a grounded theory approach. The median delay between symptom onset and the public health facility visit that led to the first positive diagnostic sample was 57 days (interquartile range 28-126). The great majority of persons diagnosed with tuberculosis distrusted the public health system and sought care at public health facilities only after exhausting other options. It was universally agreed that persons diagnosed with tuberculosis faced discrimination by public and health personnel. Self-medication with medicines bought at local pharmacies was reported as the most common initial health-seeking behaviour due to the speed and low-cost of treatment in pharmacies. Most persons diagnosed with tuberculosis initially perceived their illness as a simple virus. CONCLUSIONS Diagnostic delay was common and prolonged. When individuals reached a threshold of symptom severity, they addressed their health with the least time-consuming, most economically feasible, and well-known healthcare option available to them. In high-burden settings, more human and material resources are required to promote tuberculosis case-finding initiatives, reduce tuberculosis associated stigma and address the social determinants underlying diagnostic delay.
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Affiliation(s)
- Lily Victoria Bonadonna
- The University of Michigan, Ann Arbor, Michigan, United States of America
- Instituto Nacional de Salud, Lima, Perú
- Innovación Por la Salud Y Desarrollo (IPSYD), Asociación Benéfica PRISMA, Lima, Perú
- Innovation for Health and Development (IFHAD), Laboratory of Research and Development, Universidad Peruana Cayetano Heredia, Lima, Perú
- * E-mail:
| | - Matthew James Saunders
- Innovación Por la Salud Y Desarrollo (IPSYD), Asociación Benéfica PRISMA, Lima, Perú
- Innovation for Health and Development (IFHAD), Laboratory of Research and Development, Universidad Peruana Cayetano Heredia, Lima, Perú
- Infectious Diseases & Immunity, Imperial College London, and Wellcome Trust Imperial College Centre for Global Health Research, London, United Kingdom
| | | | - Carlton Evans
- Innovación Por la Salud Y Desarrollo (IPSYD), Asociación Benéfica PRISMA, Lima, Perú
- Innovation for Health and Development (IFHAD), Laboratory of Research and Development, Universidad Peruana Cayetano Heredia, Lima, Perú
- Infectious Diseases & Immunity, Imperial College London, and Wellcome Trust Imperial College Centre for Global Health Research, London, United Kingdom
| | - Kei Alegria-Flores
- Department of Health Policy and Management, University of North Carolina Gillings School of Global Public Health, Chapel Hill, North Carolina, United States of America
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Hogan CA, Puri L, Gore G, Pai M. Impact of fluoroquinolone treatment on delay of tuberculosis diagnosis: A systematic review and meta-analysis. J Clin Tuberc Other Mycobact Dis 2016; 6:1-7. [PMID: 31723692 PMCID: PMC6850236 DOI: 10.1016/j.jctube.2016.12.001] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2016] [Revised: 12/03/2016] [Accepted: 12/08/2016] [Indexed: 11/17/2022] Open
Abstract
Background Fluoroquinolones are among the most commonly used antibiotics for the treatment of respiratory infections. Because fluoroquinolones show bactericidal activity against Mycobacterium tuberculosis, there is concern that their use can delay the diagnosis of tuberculosis. We conducted a systematic review and meta-analysis to assess whether empiric treatment with fluoroquinolones delays the diagnosis and treatment of tuberculosis in patients with respiratory tract infections. Objectives The primary objective was to assess the delay in days in the diagnosis and treatment of tuberculosis, among patients who received quinolones, compared to those who received non-fluoroquinolone antibiotics. Methods We included studies of adult patients treated with fluoroquinolones prior to a confirmed diagnosis of tuberculosis. We performed a literature search of 7 databases (including PubMed, Embase and Cochrane Library) with no language restrictions. We calculated an unweighted mean of estimate of difference in delay across all studies. For the studies for which the estimate was available as a mean with standard deviation, a weighted average using a random effects meta-analysis model was estimated. Results A total of 3983 citations were identified from the literature search; of these, 17 articles were selected for full-text review. A total of 10 studies were retained for the synthesis. These included 7 retrospective cohort studies and 3 case-control studies. Only one of these studies was from a high TB burden country, South Africa. The most commonly used fluoroquinolones were levofloxacin, gemifloxacin and moxifloxacin. The unweighted average of difference in delay between the fluoroquinolone group and non-fluoroquinolone group was 12.9 days (95% CI 6.1-19.7). When these differences were pooled using a random effects model, the weighted estimate was 10.9 days (95% CI 4.2-17.6). When stratified by acid-fast smear status, the delay was consistently greater in the smear-negative group. Conclusion Although results are variable, the use of fluoroquinolones in patients with respiratory infections seems to delay the diagnosis of TB by nearly two weeks. Consistent with the International Standards for TB Care, their use should be avoided when tuberculosis is suspected.
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Affiliation(s)
- Catherine A Hogan
- McGill International Tuberculosis Centre & Department of Epidemiology, Biostatistics and Occupational Health, McGill University. 1020 Pine Ave West, Montreal, QC H3A 1A2, Canada
| | - Lekha Puri
- McGill International Tuberculosis Centre & Department of Epidemiology, Biostatistics and Occupational Health, McGill University. 1020 Pine Ave West, Montreal, QC H3A 1A2, Canada
| | - Genevieve Gore
- Schulich Library of Science and Engineering, McGill University. 809 Sherbrooke St. West, Montreal, QC H3A 0C1, Canada
| | - Madhukar Pai
- McGill International Tuberculosis Centre & Department of Epidemiology, Biostatistics and Occupational Health, McGill University. 1020 Pine Ave West, Montreal, QC H3A 1A2, Canada.,Manipal McGill Center for Infectious Diseases, Manipal University, Manipal, India
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Burmen B, Modi S, Cavanaugh JS, Muttai H, McCarthy KD, Alexander H, Cain K. Tuberculosis screening outcomes for newly diagnosed persons living with HIV, Nyanza Province, Kenya, 2009. Int J Tuberc Lung Dis 2016; 20:79-84. [PMID: 26688532 DOI: 10.5588/ijtld.15.0053] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
SETTING Fifteen human immunodeficiency virus (HIV) clinics in Nyanza Region, Western Kenya. OBJECTIVE To describe routine tuberculosis (TB) screening and diagnostic practices among newly enrolled people living with HIV (PLHIV) prior to the implementation of World Health Organization recommended TB intensified case finding. DESIGN Retrospective chart abstraction of PLHIV aged ⩾7 years who were newly enrolled in HIV care in July and August 2009, and who had not received antiretroviral treatment in the preceding 2 years or been diagnosed with TB in the previous year. Factors associated with evidence of TB diagnostic evaluation among symptomatic PLHIV were assessed. RESULTS Of 1020 patients included in the analysis, 995 (98%) were screened for TB at enrolment and 613 (62%) reported TB symptoms. Ninety-six (16%) patients with symptoms had evidence of referral for TB diagnostic evaluation, including patients at large clinics, those with advanced HIV disease and those reporting multiple TB symptoms. Among the 43 (45%) with documented evaluation results, 26 (60%) were diagnosed with TB. CONCLUSION Although most PLHIV were screened for TB, very few underwent an evaluation, and the proportion diagnosed with TB was very low. Efforts to improve TB screening should focus on standardizing the intensified case finding algorithm and linkage to, and adequate infrastructure for, TB diagnostic evaluation.
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Affiliation(s)
- B Burmen
- Kenya Medical Research Institute (KEMRI), Center for Global Health Research, Kisumu, Kenya; KEMRI/Centers for Disease Control and Prevention (CDC) Research and Public Health Collaboration, Kisumu, Kenya
| | - S Modi
- US CDC, Atlanta, Georgia, USA
| | | | | | | | | | - K Cain
- KEMRI/Centers for Disease Control and Prevention (CDC) Research and Public Health Collaboration, Kisumu, Kenya; US CDC, Kisumu, Kenya
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15
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Chiang SR, Shieh JM, Chen CH, Hsing SC, Wen SF, Wang JJ, Cheng KC, Chuang YC. Improved survival in patients with severe tuberculosis after exposure to fluoroquinolones. Infect Dis (Lond) 2016; 48:789-95. [PMID: 27329552 DOI: 10.1080/23744235.2016.1195914] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/21/2022] Open
Abstract
BACKGROUND The clinical impact of prior exposure to antibiotics on patients with tuberculosis (TB) is largely unknown. This study investigated the survival of patients with severe TB after exposure to a variety of antibiotics. METHODS A retrospective cohort study was conducted in TB patients with prior exposure to fluoroquinolones (FQs) (FQ group), to third-generation cephalosporins (CEPH group), and to third-generation penicillins (PCN group). To understand the impact of monotherapy with antibiotics on survival, patients with prior exposure to only moxifloxacin, ceftriaxone, or piperacillin were investigated. RESULTS Patients in the FQ group (N= 401) had a significantly higher survival rate (82.5%) than patients in the CEPH (N = 210) and PCN (N = 172) groups (67.6% and 62.8%, respectively; both p < 0.0001) at 180 d after TB diagnosis. Adjusted odds ratio (AOR) logistic regression analysis demonstrated that patients in the FQ group had significantly more favourable outcomes than those in the CEPH and PCN groups in terms of intensive care unit (ICU) admission rate (versus CEPH cohort: AOR, 1.70; 95% CI: 1.16-2.50; p = 0.0067, versus PCN cohort: AOR, 3.58; 95% CI: 2.42-5.29; both p < 0.0001), mechanical ventilation rate (versus CEPH cohort: AOR, 1.70; 95% CI: 1.09-2.66; p = 0.0205, versus PCN cohort: AOR, 3.92; 95% CI: 2.54-6.05; both p < 0.0001), and acute respiratory failure rate (versus CEPH cohort: AOR, 1.62; 95% CI: 1.07-2.45; p = 0.0223, versus PCN cohort: AOR, 4.29; 95% CI: 2.86-6.43; both p < 0.0001). TB patients with prior exposure to moxifloxacin (N = 198) had a significantly higher survival rate (85.9%) than that of patients with exposure to ceftriaxone (N = 119) and piperacillin (N = 172) monotherapy (survival rates: 69.8% and 62.8%, respectively; both p < 0.001). CONCLUSIONS TB patients with prior exposure to FQs had more favourable outcomes compared with patients who had prior exposure to third-generation cephalosporins or third-generation penicillins. This study provides new insights into the impact of previous exposure to FQs on the survival of TB patients.
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Affiliation(s)
- Shyh-Ren Chiang
- a Department of Internal Medicine , Chi Mei Medical Center , Tainan , Taiwan ;,b Department of General Education , Chia Nan University of Pharmacy and Science , Tainan , Taiwan
| | - Jiunn-Min Shieh
- a Department of Internal Medicine , Chi Mei Medical Center , Tainan , Taiwan ;,b Department of General Education , Chia Nan University of Pharmacy and Science , Tainan , Taiwan
| | - Chung-Hua Chen
- c Department of Internal Medicine , En Chu Kong Hospital , New Taipei City , Taiwan
| | - Shu-Chen Hsing
- d Departments of Respiratory Care Section , Chi Mei Medical Center , Tainan , Taiwan ;,f College of Health Sciences , Chang Jung Christian University , Tainan , Taiwan
| | - Shih-Feng Wen
- e Department of Medical Research , Chi Mei Medical Center , Tainan , Taiwan ;,g Department of Hospital and Health Care Administration , Chia Nan University of Pharmacy and Science , Tainan , Taiwan
| | - Jhi-Joung Wang
- e Department of Medical Research , Chi Mei Medical Center , Tainan , Taiwan
| | - Kuo-Chen Cheng
- a Department of Internal Medicine , Chi Mei Medical Center , Tainan , Taiwan ;,h Department of Safety Health and Environment , Chung Hwa University of Medical Technology , Tainan , Taiwan ;,i Department of Medicine , National Defense Medical Center , Taipei , Taiwan
| | - Yin-Ching Chuang
- e Department of Medical Research , Chi Mei Medical Center , Tainan , Taiwan ;,j Department of Internal Medicine , Chi Mei Medical Center-Liou Ying , Tainan City , Taiwan
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16
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Personalized Medicine in Respiratory Disease: Role of Proteomics. ADVANCES IN PROTEIN CHEMISTRY AND STRUCTURAL BIOLOGY 2015; 102:115-46. [PMID: 26827604 DOI: 10.1016/bs.apcsb.2015.11.008] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Respiratory diseases affect humanity globally, with chronic lung diseases (e.g., asthma, chronic obstructive pulmonary disease, idiopathic pulmonary fibrosis, among others) and lung cancer causing extensive morbidity and mortality. These conditions are highly heterogeneous and require an early diagnosis. However, initial symptoms are nonspecific, and the clinical diagnosis is made late frequently. Over the last few years, personalized medicine has emerged as a medical care approach that uses novel technology aiming to personalize treatments according to the particular patient's medical needs. This review highlights the contributions of proteomics toward the understanding of personalized medicine in respiratory disease and its potential applications in the clinic.
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17
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Ryu YJ. Diagnosis of pulmonary tuberculosis: recent advances and diagnostic algorithms. Tuberc Respir Dis (Seoul) 2015; 78:64-71. [PMID: 25861338 PMCID: PMC4388902 DOI: 10.4046/trd.2015.78.2.64] [Citation(s) in RCA: 121] [Impact Index Per Article: 13.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2015] [Revised: 02/12/2015] [Accepted: 03/13/2015] [Indexed: 01/31/2023] Open
Abstract
Pulmonary tuberculosis (TB) persists as a great public health problem in Korea. Increases in the overall age of the population and the rise of drug-resistant TB have reinforced the need for rapid diagnostic improvements and new modalities to detect TB and drug-resistant TB, as well as to improve TB control. Standard guidelines and recent advances for diagnosing pulmonary TB are summarized in this article. An early and accurate diagnosis of pulmonary TB should be established using chest X-ray, sputum microscopy, culture in both liquid and solid media, and nucleic acid amplification. Chest computed tomography, histopathological examination of biopsy samples, and new molecular diagnostic tests can be used for earlier and improved diagnoses, especially in patients with smear-negative pulmonary TB or clinically-diagnosed TB and drug-resistant TB.
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Affiliation(s)
- Yon Ju Ryu
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Ewha Womans University School of Medicine, Seoul, Korea
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18
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Grossman RF, Hsueh PR, Gillespie SH, Blasi F. Community-acquired pneumonia and tuberculosis: differential diagnosis and the use of fluoroquinolones. Int J Infect Dis 2013; 18:14-21. [PMID: 24211230 DOI: 10.1016/j.ijid.2013.09.013] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2013] [Revised: 09/12/2013] [Accepted: 09/13/2013] [Indexed: 01/18/2023] Open
Abstract
The respiratory fluoroquinolones moxifloxacin, gemifloxacin, and high-dose levofloxacin are recommended in guidelines for effective empirical antimicrobial therapy of community-acquired pneumonia (CAP). The use of these antibiotics for this indication in areas with a high prevalence of tuberculosis (TB) has been questioned due to the perception that they contribute both to delays in the diagnosis of pulmonary TB and to the emergence of fluoroquinolone-resistant strains of Mycobacterium tuberculosis. In this review, we consider some of the important questions regarding the potential use of fluoroquinolones for the treatment of CAP where the burden of TB is high. The evidence suggests that the use of fluoroquinolones as recommended for 5-10 days as empirical treatment for CAP, according to current clinical management guidelines, is appropriate even in TB-endemic regions. It is critical to quickly exclude M. tuberculosis as a cause of CAP using the most rapid relevant diagnostic investigations in the management of all patients with CAP.
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Affiliation(s)
- Ronald F Grossman
- University of Toronto, 2300 Eglinton Ave West, Suite 201, Mississauga, Ontario, L5M 2V8, Canada.
| | - Po-Ren Hsueh
- Departments of Laboratory Medicine and Internal Medicine, National Taiwan University Hospital, National Taiwan University College of Medicine, Taipei, Taiwan
| | | | - Francesco Blasi
- Department of Pathophysiology and Transplantation, University of Milan, IRCCS Fondazione Cà Granda Milano, Milan, Italy
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Rabin AS, Kuchukhidze G, Sanikidze E, Kempker RR, Blumberg HM. Prescribed and self-medication use increase delays in diagnosis of tuberculosis in the country of Georgia. Int J Tuberc Lung Dis 2012; 17:214-20. [PMID: 23228464 DOI: 10.5588/ijtld.12.0395] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
SETTING Georgia has a high burden of tuberculosis (TB), including multidrug-resistant TB. Enhancing early diagnosis of TB is a priority to reduce transmission. OBJECTIVE To quantify delays in TB diagnosis and identify risk factors for delay in the country of Georgia. DESIGN In a cross-sectional study, persons with newly diagnosed, culture-confirmed pulmonary TB were interviewed within 2 months of diagnosis and medical and laboratory records were abstracted. RESULTS Among 247 persons enrolled, the mean and median total TB diagnostic delay was respectively 89.9 and 59.5 days. The mean and median patient delay was 56.2 and 23.5 days, while health care system delay was 33.7 and 14.0 days. In multivariable analysis, receipt of a medication prior to TB diagnosis was associated with increased overall diagnostic delay (adjusted odds ratio [aOR] 2.28, 95%CI 1.09-4.79); antibiotic use prior to diagnosis increased the risk of prolonged health care delay (aOR 4.16, 95%CI 1.97-8.79). TB cases who had increased patient-related diagnostic delay were less likely to have prolonged health care diagnostic delay (aOR 0.38, 95%CI 0.19-0.74). CONCLUSION Prolonged delays in detecting TB are common in Georgia. Interventions addressing the misuse of antibiotics and targeting groups at risk for prolonged delay are warranted to reduce diagnostic delays and enhance TB control.
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Affiliation(s)
- A S Rabin
- Division of Infectious Diseases, Department of Medicine, Emory University School of Medicine, Atlanta, Georgia 30322, USA.
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Empirical use of fluoroquinolones improves the survival of critically ill patients with tuberculosis mimicking severe pneumonia. CRITICAL CARE : THE OFFICIAL JOURNAL OF THE CRITICAL CARE FORUM 2012; 16:R207. [PMID: 23098258 PMCID: PMC3682311 DOI: 10.1186/cc11839] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/08/2012] [Accepted: 10/22/2012] [Indexed: 01/26/2023]
Abstract
Introduction Empirical use of fluoroquinolones may delay the initiation of appropriate therapy for tuberculosis (TB). This study aimed to evaluate the impact of empirical fluoroquinolone use on the survival of patients with pulmonary TB that mimicked severe community-acquired pneumonia (CAP) requiring intensive care. Methods Patients aged >18 years with culture-confirmed pulmonary TB who presented as severe CAP and were admitted to the ICU were divided into fluoroquinolone (FQ) and nonfluoroquinolone (non-FQ) groups based on the type of empirical antibiotics used. Those patients with previous anti-TB treatment or those who died within 3 days of hospitalization were excluded. The primary end point was 100-day survival. Results Of the 77 patients identified, 43 (56%) were in the FQ group and 34 (44%) were in the non-FQ group. The two groups had no statistically significant difference in co-morbidities (95% vs. 97%, P > 0.99) and Acute Physiology and Chronic Health Evaluation (APACHE) II scores (21.2 ± 7.1 vs. 22.5 ± 7.5, P = 0.46) on ICU admission. Overall, 91% and 82% of patients in the FQ and non-FQ groups, respectively, had sputum examinations for TB within 1 week of admission (P = 0.46), and results were positive in 7% and 15% (P = 0.47), respectively. For both groups, 29% received appropriate anti-TB therapy within 2 weeks after ICU admission. The 100-day mortality rate was 40% and 68% for the FQ and non-FQ groups, respectively (P = 0.02). By Cox regression analysis, APACHE score <20, no bacteremia during the ICU stay, and empirical fluoroquinolone use were independently associated with survival. Conclusion Empirical use of fluoroquinolones may improve the survival of ICU patients admitted for pulmonary TB mimicking severe CAP.
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van der Heijden YF, Maruri F, Blackman A, Holt E, Warkentin JV, Shepherd BE, Sterling TR. Fluoroquinolone exposure prior to tuberculosis diagnosis is associated with an increased risk of death. Int J Tuberc Lung Dis 2012; 16:1162-7. [PMID: 22794509 DOI: 10.5588/ijtld.12.0046] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
SETTING Fluoroquinolone (FQ) exposure before tuberculosis (TB) diagnosis is common, but its effect on outcomes, including mortality, is unclear. DESIGN Among TB patients reported to the Tennessee Department of Health from 2007 to 2009, we assessed FQ exposure within 6 months before TB diagnosis. The primary outcome was the combined endpoint of death at the time of TB diagnosis and during anti-tuberculosis treatment. RESULTS Among 609 TB cases, 214 (35%) received FQs within 6 months before TB diagnosis. A total of 71 (12%) persons died; 10 (2%) were dead at TB diagnosis and 61 (10%) died during anti-tuberculosis treatment. In multivariable logistic regression analysis, factors independently associated with death were older age (OR 1.05 per year, 95%CI 1.04-1.07), human immunodeficiency virus infection (OR 8.08, 95%CI 3.83-17.06), US birth (OR 3.03, 95%CI 1.03-9.09), and any FQ exposure before TB diagnosis (OR 1.82, 95%CI 1.05-3.15). Persons with FQ exposure before TB diagnosis were more likely to have culture- and smear-positive disease than unexposed persons. CONCLUSIONS Among this patient population, FQ exposure before TB diagnosis was associated with an increased risk of death. These findings underscore the need for cautious use of FQs in persons with possible TB.
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Affiliation(s)
- Y F van der Heijden
- Division of Infectious Diseases, Department of Medicine, Vanderbilt University School of Medicine, Nashville, Tennessee 37232, USA.
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