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1.
N Z Med J ; 134(1542): 56-66, 2021 09 17.
Artigo em Inglês | MEDLINE | ID: mdl-34531584

RESUMO

AIM: We sought to describe the aetiology, demographics and outcomes of patients with pneumonia undergoing venovenous extracorporeal membrane oxygenation (VV-ECMO) in Aotearoa New Zealand. METHODS: Retrospective observational study. RESULTS: Between January 2004 and August 2020, 133 patients underwent VV-ECMO for pneumonia. This VV-ECMO cohort is representative of the geographic and ethnic distribution of the population of Aotearoa New Zealand. Six-month survival was 85/133 (64%). A primary viral aetiology was identified in 63/133 cases (47%) with bacterial co-infection present in 34/63 viral pneumonias (54%). Primary bacterial pneumonia was identified in 48/133 cases (36%). Twenty-three (17%) of 133 patients developed necrotising pneumonia. The most commonly identified microorganisms were influenza A, Staphylococcus aureus and Streptococcus pneumoniae. Infection with Staphylococcus aureus or Streptococcus species was strongly associated with necrotising pneumonia (OR 10.18, 95% CI 3.52-37.13, P<0.0001). Necrotising pneumonia was more common in Maori and Pacific Peoples than in other ethnic groups (OR 3.08, 95% CI 1.16-7.96, P=0.02). DISCUSSION: Outcomes from VV-ECMO for pneumonia in Aotearoa New Zealand are comparable to large international series. Although the use of VV-ECMO was matched to the ethnic distribution of the population of Aotearoa New Zealand, Maori may have reduced access because they have higher rates of pneumonia than non-Maori.


Assuntos
Oxigenação por Membrana Extracorpórea , Pneumonia/terapia , Adolescente , Adulto , Idoso , Causas de Morte , Feminino , Humanos , Modelos Logísticos , Masculino , Pessoa de Meia-Idade , Havaiano Nativo ou Outro Ilhéu do Pacífico , Nova Zelândia , Pneumonia/mortalidade , Estudos Retrospectivos , Taxa de Sobrevida , Fatores de Tempo , Adulto Jovem
2.
J Infect Dis ; 219(4): 633-636, 2019 01 29.
Artigo em Inglês | MEDLINE | ID: mdl-29920600

RESUMO

Matrix metalloproteinases (MMPs) degrade extracellular matrix and are implicated in tuberculosis pathogenesis and cavitation. In particular, MMP-7 is induced by hypoxia and highly expressed around pulmonary cavities of Mycobacterium tuberculosis-infected C3HeB/FeJ mice. In this study, we evaluated whether administration of cipemastat, an orally available potent inhibitor of MMP-7, could reduce pulmonary cavitation in M. tuberculosis-infected C3HeB/FeJ mice. We demonstrate that, compared with untreated controls, cipemastat treatment paradoxically increases the frequency of cavitation (32% vs 7%; P = .029), immunopathology, and mortality. Further studies are needed to understand the role of MMP inhibitors as adjunctive treatments for pulmonary tuberculosis.


Assuntos
Metaloproteinase 7 da Matriz/metabolismo , Mycobacterium tuberculosis/crescimento & desenvolvimento , Tuberculose Pulmonar/patologia , Animais , Modelos Animais de Doenças , Feminino , Inibidores de Metaloproteinases de Matriz/administração & dosagem , Camundongos Endogâmicos C3H , Análise de Sobrevida , Tuberculose Pulmonar/mortalidade
3.
Front Immunol ; 9: 1427, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29977244

RESUMO

Lysosomal cathepsin B (CTSB) has been proposed to play a role in the induction of acute inflammation. We hypothesised that the presence of active CTSB in the cytosol is crucial for NLRP3-inflammasome assembly and, consequently, for mature IL-1ß generation after mycobacterial infection in vitro. Elevated levels of CTSB was observed in the lungs of mice and rabbits following infection with Mycobacterium tuberculosis (Mtb) H37Rv as well as in plasma from acute tuberculosis patients. H37Rv-infected murine bone marrow-derived macrophages (BMDMs) displayed both lysosomal leakage, with release of CTSB into the cytosol, as well as increased levels of mature IL-1ß. These responses were diminished in BMDM infected with a mutant H37Rv deficient in ESAT-6 expression. Pharmacological inhibition of cathepsin activity with CA074-Me resulted in a substantial reduction of both mature IL-1ß production and caspase-1 activation in infected macrophages. Moreover, cathepsin inhibition abolished the interaction between NLRP3 and ASC, measured by immunofluorescence imaging in H37Rv-infected macrophages, demonstrating a critical role of the enzyme in NLRP3-inflammasome activation. These observations suggest that during Mtb infection, lysosomal release of activated CTSB and possibly other cathepsins inhibitable by CA07-Me is critical for the induction of inflammasome-mediated IL-1ß processing by regulating NLRP3-inflammasome assembly in the cytosol.

4.
J Infect Dis ; 218(1): 53-63, 2018 06 05.
Artigo em Inglês | MEDLINE | ID: mdl-29554286

RESUMO

Background: Cavitation is a serious consequence of tuberculosis. We tested the hypothesis that repetitive exposure to the same total bacterial burden of Mycobacterium tuberculosis drives greater lung destruction than a single exposure. We also tested whether inhibition of endogenous matrix metalloproteinase-1 (MMP-1) may inhibit cavitation during tuberculosis. Methods: Over a 3-week interval, we infected rabbits with either 5 aerosols of 500 colony-forming units (CFU) of M. tuberculosis or a single aerosol of 2500 CFU plus 4 sham aerosols. We administered the MMP-1 inhibitor cipemastat (100 mg/kg daily) during weeks 5-10 to a subset of the animals. Results: Repetitive aerosol infection produced greater lung inflammation and more cavities than a single aerosol infection of the same bacterial burden (75% of animals vs 25%). Necropsies confirmed greater lung pathology in repetitively exposed animals. For cipemastat-treated animals, there was no significant difference in cavity counts, cavity volume, or disease severity compared to controls. Conclusions: Our data show that repetitive aerosol exposure with M. tuberculosis drives greater lung damage and cavitation than a single exposure. This suggests that human lung destruction due to tuberculosis may be exacerbated in settings where individuals are repeatedly exposed. MMP-1 inhibition with cipemastat did not prevent the development of cavitation in our model.


Assuntos
Aerossóis/efeitos adversos , Exposição Ambiental , Pulmão/patologia , Metaloproteinase 1 da Matriz/metabolismo , Mycobacterium tuberculosis/crescimento & desenvolvimento , Tuberculose Pulmonar/epidemiologia , Tuberculose Pulmonar/patologia , Animais , Modelos Animais de Doenças , Feminino , Pulmão/microbiologia , Inibidores de Proteases/administração & dosagem , Coelhos , Tuberculose Pulmonar/microbiologia
5.
Front Immunol ; 8: 542, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-28553288

RESUMO

The antioxidant enzyme heme oxygenase-1 (HO-1) is implicated in the pathogenesis of tuberculosis (TB) and has been proposed as a biomarker of active disease. Nevertheless, the mechanisms by which Mycobacterium tuberculosis (Mtb) induces HO-1 as well as how its expression is affected by HIV-1 coinfection and successful antitubercular therapy (ATT) are poorly understood. We found that HO-1 expression is markedly increased in rabbits, mice, and non-human primates during experimental Mtb infection and gradually decreased during ATT. In addition, we examined circulating concentrations of HO-1 in a cohort of 130 HIV-1 coinfected and uninfected pulmonary TB patients undergoing ATT to investigate changes in expression of this biomarker in relation to HIV-1 status, radiological disease severity, and treatment outcome. We found that plasma levels of HO-1 were elevated in untreated HIV-1 coinfected TB patients and correlated positively with HIV-1 viral load and negatively with CD4+ T cell count. In both HIV-1 coinfected and Mtb monoinfected patients, HO-1 levels were substantially reduced during successful TB treatment but not in those who experienced treatment failure or subsequently relapsed. To further delineate the molecular mechanisms involved in induction of HO-1 by Mtb, we performed a series of in vitro experiments using mouse and human macrophages. We found that Mtb-induced HO-1 expression requires NADPH oxidase-dependent reactive oxygen species production induced by the early-secreted antigen ESAT-6, which in turn triggers nuclear translocation of the transcription factor NRF-2. These observations provide further insight into the utility of HO-1 as a biomarker of both disease and successful therapy in TB monoinfected and HIV-TB coinfected patients and reveal a previously undocumented pathway linking expression of the enzyme with oxidative stress.

6.
J Infect Dis ; 213(4): 618-27, 2016 Feb 15.
Artigo em Inglês | MEDLINE | ID: mdl-26416658

RESUMO

Cavitation in tuberculosis enables highly efficient person-to-person aerosol transmission. We performed transcriptomics in the rabbit cavitary tuberculosis model. Among 17 318 transcripts, we identified 22 upregulated proteases. Five type I collagenases were overrepresented: cathepsin K (CTSK), mast cell chymase-1 (CMA1), matrix metalloproteinase 1 (MMP-1), MMP-13, and MMP-14. Studies of collagen turnover markers, specifically, collagen type I C-terminal propeptide (CICP), urinary deoxypyridinoline (DPD), and urinary helical peptide, revealed that cavitation in tuberculosis leads to both type I collagen destruction and synthesis and that proteases other than MMP-1, MMP-13, and MMP-14 are involved, suggesting a key role for CTSK. We confirmed the importance of CTSK upregulation in human lung specimens, using immunohistochemical analysis, which revealed perigranulomatous staining for CTSK, and we showed that CTSK levels were increased in the serum of patients with tuberculosis, compared with those in controls (3.3 vs 0.3 ng/mL; P = .005).


Assuntos
Catepsina K/metabolismo , Colágeno/metabolismo , Pulmão/patologia , Tuberculose Pulmonar/patologia , Animais , Colagenases/metabolismo , Modelos Animais de Doenças , Feminino , Perfilação da Expressão Gênica , Imuno-Histoquímica , Coelhos
7.
J Immunol ; 195(6): 2763-73, 2015 Sep 15.
Artigo em Inglês | MEDLINE | ID: mdl-26268658

RESUMO

Pulmonary tuberculosis (TB) is characterized by oxidative stress and lung tissue destruction by matrix metalloproteinases (MMPs). The interplay between these distinct pathological processes and the implications for TB diagnosis and disease staging are poorly understood. Heme oxygenase-1 (HO-1) levels were previously shown to distinguish active from latent TB, as well as successfully treated Mycobacterium tuberculosis infection. MMP-1 expression is also associated with active TB. In this study, we measured plasma levels of these two important biomarkers in distinct TB cohorts from India and Brazil. Patients with active TB expressed either very high levels of HO-1 and low levels of MMP-1 or the converse. Moreover, TB patients with either high HO-1 or MMP-1 levels displayed distinct clinical presentations, as well as plasma inflammatory marker profiles. In contrast, in an exploratory North American study, inversely correlated expression of HO-1 and MMP-1 was not observed in patients with other nontuberculous lung diseases. To assess possible regulatory interactions in the biosynthesis of these two enzymes at the cellular level, we studied the expression of HO-1 and MMP-1 in M. tuberculosis-infected human and murine macrophages. We found that infection of macrophages with live virulent M. tuberculosis is required for robust induction of high levels of HO-1 but not MMP-1. In addition, we observed that CO, a product of M. tuberculosis-induced HO-1 activity, inhibits MMP-1 expression by suppressing c-Jun/AP-1 activation. These findings reveal a mechanistic link between oxidative stress and tissue remodeling that may find applicability in the clinical staging of TB patients.


Assuntos
Heme Oxigenase-1/sangue , Metaloproteinase 1 da Matriz/sangue , Estresse Oxidativo/fisiologia , Tuberculose Pulmonar/patologia , Adulto , Idoso , Biomarcadores/sangue , Brasil , Feminino , Heme Oxigenase-1/metabolismo , Humanos , Índia , Proteínas Quinases JNK Ativadas por Mitógeno/metabolismo , Proteínas de Ligação a TGF-beta Latente/sangue , Pulmão/microbiologia , Pulmão/patologia , Macrófagos/microbiologia , Macrófagos/patologia , Masculino , Metaloproteinase 1 da Matriz/biossíntese , Pessoa de Meia-Idade , Mycobacterium tuberculosis/imunologia , Fator de Transcrição AP-1/metabolismo , Tuberculose Pulmonar/imunologia , Tuberculose Pulmonar/microbiologia , Estados Unidos , Adulto Jovem
8.
Med Phys ; 42(7): 3896-910, 2015 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-26133591

RESUMO

PURPOSE: To develop an automated pulmonary image analysis framework for infectious lung diseases in small animal models. METHODS: The authors describe a novel pathological lung and airway segmentation method for small animals. The proposed framework includes identification of abnormal imaging patterns pertaining to infectious lung diseases. First, the authors' system estimates an expected lung volume by utilizing a regression function between total lung capacity and approximated rib cage volume. A significant difference between the expected lung volume and the initial lung segmentation indicates the presence of severe pathology, and invokes a machine learning based abnormal imaging pattern detection system next. The final stage of the proposed framework is the automatic extraction of airway tree for which new affinity relationships within the fuzzy connectedness image segmentation framework are proposed by combining Hessian and gray-scale morphological reconstruction filters. RESULTS: 133 CT scans were collected from four different studies encompassing a wide spectrum of pulmonary abnormalities pertaining to two commonly used small animal models (ferret and rabbit). Sensitivity and specificity were greater than 90% for pathological lung segmentation (average dice similarity coefficient > 0.9). While qualitative visual assessments of airway tree extraction were performed by the participating expert radiologists, for quantitative evaluation the authors validated the proposed airway extraction method by using publicly available EXACT'09 data set. CONCLUSIONS: The authors developed a comprehensive computer-aided pulmonary image analysis framework for preclinical research applications. The proposed framework consists of automatic pathological lung segmentation and accurate airway tree extraction. The framework has high sensitivity and specificity; therefore, it can contribute advances in preclinical research in pulmonary diseases.


Assuntos
Interpretação de Imagem Assistida por Computador/métodos , Pneumopatias/diagnóstico por imagem , Pulmão/diagnóstico por imagem , Tomografia Computadorizada por Raios X/métodos , Animais , Modelos Animais de Doenças , Compostos Férricos , Vírus da Influenza A Subtipo H1N1 , Estudos Longitudinais , Medidas de Volume Pulmonar/métodos , Aprendizado de Máquina , Infecções por Orthomyxoviridae/diagnóstico por imagem , Coelhos , Tuberculose Pulmonar/diagnóstico por imagem
9.
J Pathol ; 235(3): 431-44, 2015 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-25186281

RESUMO

Active tuberculosis (TB) often presents with advanced pulmonary disease, including irreversible lung damage and cavities. Cavitary pathology contributes to antibiotic failure, transmission, morbidity and mortality. Matrix metalloproteinases (MMPs), in particular MMP-1, are implicated in TB pathogenesis. We explored the mechanisms relating MMP/TIMP imbalance to cavity formation in a modified rabbit model of cavitary TB. Our model resulted in consistent progression of consolidation to human-like cavities (100% by day 28), with resultant bacillary burdens (>10(7) CFU/g) far greater than those found in matched granulomatous tissue (10(5) CFU/g). Using a novel, breath-hold computed tomography (CT) scanning and image analysis protocol, we showed that cavities developed rapidly from areas of densely consolidated tissue. Radiological change correlated with a decrease in functional lung tissue, as estimated by changes in lung density during controlled pulmonary expansion (R(2) = 0.6356, p < 0.0001). We demonstrated that the expression of interstitial collagenase (MMP-1) was specifically greater in cavitary compared to granulomatous lesions (p < 0.01), and that TIMP-3 significantly decreased at the cavity surface. Our findings demonstrated that an MMP-1/TIMP imbalance is associated with the progression of consolidated regions to cavities containing very high bacterial burdens. Our model provided mechanistic insight, correlating with human disease at the pathological, microbiological and molecular levels. It also provided a strategy to investigate therapeutics in the context of complex TB pathology. We used these findings to predict a MMP/TIMP balance in active TB and confirmed this in human plasma, revealing the potential of MMP/TIMP levels as key components of a diagnostic matrix aimed at distinguishing active from latent TB (PPV = 92.9%, 95% CI 66.1-99.8%, NPV = 85.6%; 95% CI 77.0-91.9%).


Assuntos
Pulmão/microbiologia , Pulmão/patologia , Metaloproteases/metabolismo , Mycobacterium tuberculosis/crescimento & desenvolvimento , Mycobacterium tuberculosis/fisiologia , Inibidores Teciduais de Metaloproteinases/metabolismo , Tuberculose/patologia , Animais , Modelos Animais de Doenças , Feminino , Homeostase/fisiologia , Processamento de Imagem Assistida por Computador , Pulmão/diagnóstico por imagem , Metaloproteinase 1 da Matriz/metabolismo , Coelhos , Testes Cutâneos , Inibidor Tecidual de Metaloproteinase-3/metabolismo , Tomografia Computadorizada por Raios X , Tuberculose/metabolismo
10.
J Infect Dis ; 211(3): 481-5, 2015 Feb 01.
Artigo em Inglês | MEDLINE | ID: mdl-25117755

RESUMO

The presence of cavitary lesions in patients with tuberculosis poses a significant clinical concern due to the risk of infectivity and the risk of antibiotic treatment failure. We describe 2 algorithms that use noninvasive positron emission tomography (PET) and computed tomography (CT) to predict the development of cavitary lesions in rabbits. Analysis of the PET region of interest predicted cavitary disease with 100% sensitivity and 76% specificity, and analysis of the CT region of interest predicted cavitary disease with 83.3% sensitivity and 76.9% specificity. Our results show that restricting our analysis to regions with high [(18)F]-fluorodeoxyglucose uptake provided the best combination of sensitivity and specificity.


Assuntos
Cavidade Pulpar/microbiologia , Doenças Dentárias/diagnóstico , Doenças Dentárias/microbiologia , Tuberculose/diagnóstico , Animais , Fluordesoxiglucose F18/química , Tomografia por Emissão de Pósitrons/métodos , Coelhos , Compostos Radiofarmacêuticos/química , Sensibilidade e Especificidade , Tomografia Computadorizada por Raios X/métodos
11.
mBio ; 5(5): e01767-14, 2014 Sep 16.
Artigo em Inglês | MEDLINE | ID: mdl-25227469

RESUMO

UNLABELLED: Most ß-lactam antibiotics are ineffective against Mycobacterium tuberculosis due to the microbe's innate resistance. The emergence of multidrug-resistant (MDR) and extensively drug-resistant (XDR) strains has prompted interest to repurpose this class of drugs. To identify the genetic determinants of innate ß-lactam resistance, we carried out a synthetic lethality screen on a transposon mutant library for susceptibility to imipenem, a carbapenem ß-lactam antibiotic. Mutations in 74 unique genes demonstrated synthetic lethality. The majority of mutations were in genes associated with cell wall biosynthesis. A second quantitative real-time PCR (qPCR)-based synthetic lethality screen of randomly selected mutants confirmed the role of cell wall biosynthesis in ß-lactam resistance. The global transcriptional response of the bacterium to ß-lactams was investigated, and changes in levels of expression of cell wall biosynthetic genes were identified. Finally, we validated these screens in vivo using the MT1616 transposon mutant, which lacks a functional acyl-transferase gene. Mice infected with the mutant responded to ß-lactam treatment with a 100-fold decrease in bacillary lung burden over 4 weeks, while the numbers of organisms in the lungs of mice infected with wild-type bacilli proliferated. These findings reveal a road map of genes required for ß-lactam resistance and validate synthetic lethality screening as a promising tool for repurposing existing classes of licensed, safe, well-characterized antimicrobials against tuberculosis. IMPORTANCE: The global emergence of multidrug-resistant and extensively drug-resistant M. tuberculosis strains has threatened public health worldwide, yet the pipeline of new tuberculosis drugs under development remains limited. One strategy to cope with the urgent need for new antituberculosis agents is to repurpose existing, approved antibiotics. The carbapenem class of ß-lactam antibiotics has been proposed as one such class of drugs. Our study identifies molecular determinants of innate resistance to ß-lactam drugs in M. tuberculosis, and we demonstrate that functional loss of one of these genes enables successful treatment of M. tuberculosis with ß-lactams in the mouse model.


Assuntos
Antibacterianos/farmacologia , Farmacorresistência Bacteriana/genética , Imipenem/farmacologia , Mycobacterium tuberculosis/efeitos dos fármacos , Mycobacterium tuberculosis/genética , Animais , Carbapenêmicos/farmacologia , Feminino , Camundongos , Camundongos Endogâmicos BALB C , RNA Bacteriano/genética , Reação em Cadeia da Polimerase em Tempo Real , Análise de Sequência de RNA
12.
Antimicrob Agents Chemother ; 58(8): 4657-65, 2014 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-24890593

RESUMO

Tuberculosis is characterized by extensive destruction and remodelling of the pulmonary extracellular matrix. Stromal cell-derived matrix metalloproteinases (MMPs) are implicated in this process and may be a target for adjunctive immunotherapy. We hypothesized that MMPs are elevated in bronchoalveolar lavage fluid of tuberculosis patients and that antimycobacterial agents may have a modulatory effect on MMP secretion. Concentrations of MMP-1, -2, -3, -7, -8, and -9 were elevated in the bronchoalveolar lavage fluid from tuberculosis patients compared to those in bronchoalveolar lavage fluid from patients with other pulmonary conditions. There was a positive correlation between MMP-3, MMP-7, and MMP-8 and a chest radiological score of cavitation and parenchymal damage. Respiratory epithelial cell-derived MMP-3 was suppressed by moxifloxacin, rifampicin, and azithromycin in a dose-dependent manner. Respiratory epithelial cell-derived MMP-1 was suppressed by moxifloxacin and azithromycin, whereas MMP-9 secretion was only decreased by moxifloxacin. In contrast, moxifloxacin and azithromycin both increased MMP-1 and -3 secretion from MRC-5 fibroblasts, demonstrating that the effects of these drugs are cell specific. Isoniazid did not affect MMP secretion. In conclusion, MMPs are elevated in bronchoalveolar lavage fluid from tuberculosis patients and correlate with parameters of tissue destruction. Antimycobacterial agents have a hitherto-undescribed immunomodulatory effect on MMP release by stromal cells.


Assuntos
Antituberculosos/farmacologia , Células Epiteliais/efeitos dos fármacos , Fibroblastos/efeitos dos fármacos , Metaloproteinases da Matriz/metabolismo , Células Estromais/efeitos dos fármacos , Azitromicina/farmacologia , Líquido da Lavagem Broncoalveolar/química , Células Epiteliais/enzimologia , Células Epiteliais/microbiologia , Fibroblastos/enzimologia , Fibroblastos/microbiologia , Fluoroquinolonas/farmacologia , Humanos , Isoenzimas/metabolismo , Isoniazida/farmacologia , Pulmão/efeitos dos fármacos , Pulmão/microbiologia , Modelos Biológicos , Moxifloxacina , Mycobacterium tuberculosis/efeitos dos fármacos , Mycobacterium tuberculosis/crescimento & desenvolvimento , Cultura Primária de Células , Rifampina/farmacologia , Células Estromais/enzimologia , Células Estromais/microbiologia , Tuberculose Pulmonar/microbiologia
13.
Med Phys ; 40(11): 113701, 2013 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-24320475

RESUMO

PURPOSE: To present a computer-aided detection tool for identifying, quantifying, and evaluating tuberculosis (TB) cavities in the infected lungs from computed tomography (CT) scans. METHODS: The authors' proposed method is based on a novel shape-based automated detection algorithm on CT scans followed by a fuzzy connectedness (FC) delineation procedure. In order to assess interaction between cavities and airways, the authors first roughly identified air-filled structures (airway, cavities, esophagus, etc.) by thresholding over Hounsfield unit of CT image. Then, airway and cavity structure detection was conducted within the support vector machine classification algorithm. Once airway and cavities were detected automatically, the authors extracted airway tree using a hybrid multiscale approach based on novel affinity relations within the FC framework and segmented cavities using intensity-based FC algorithm. At final step, the authors refined airway structures within the local regions of FC with finer control. Cavity segmentation results were compared to the reference truths provided by expert radiologists and cavity formation was tracked longitudinally from serial CT scans through shape and volume information automatically determined through the authors' proposed system. Morphological evolution of the cavitary TB were analyzed accordingly with this process. Finally, the authors computed the minimum distance between cavity surface and nearby airway structures by using the linear time distance transform algorithm to explore potential role of airways in cavity formation and morphological evolution. RESULTS: The proposed methodology was qualitatively and quantitatively evaluated on pulmonary CT images of rabbits experimentally infected with TB, and multiple markers such as cavity volume, cavity surface area, minimum distance from cavity surface to the nearest bronchial-tree, and longitudinal change of these markers (namely, morphological evolution of cavities) were determined precisely. While accuracy of the authors' cavity detection algorithm was 94.61%, airway detection part of the proposed methodology showed even higher performance by 99.8%. Dice similarity coefficients for cavitary segmentation experiments were found to be approximately 99.0% with respect to the reference truths provided by two expert radiologists (blinded to their evaluations). Moreover, the authors noted that volume derived from the authors' segmentation method was highly correlated with those provided by the expert radiologists (R(2) = 0.99757 and R(2) = 0.99496, p < 0.001, with respect to the observer 1 and observer 2) with an interobserver agreement of 98%. The authors quantitatively confirmed that cavity formation was positioned by the nearby bronchial-tree after exploring the respective spatial positions based on the minimum distance measurement. In terms of efficiency, the core algorithms take less than 2 min on a linux machine with 3.47 GHz CPU and 24 GB memory. CONCLUSION: The authors presented a fully automatic method for cavitary TB detection, quantification, and evaluation. The performance of every step of the algorithm was qualitatively and quantitatively assessed. With the proposed method, airways and cavities were automatically detected and subsequently delineated in high accuracy with heightened efficiency. Furthermore, not only morphological information of cavities were obtained through the authors' proposed framework, but their spatial relation to airways, and longitudinal analysis was also provided to get further insight on cavity formation in tuberculosis disease. To the authors' best of knowledge, this is the first study in computerized analysis of cavitary tuberculosis from CT scans.


Assuntos
Pulmão/diagnóstico por imagem , Pulmão/microbiologia , Tomografia Computadorizada por Raios X , Tuberculose Pulmonar/diagnóstico por imagem , Tuberculose Pulmonar/diagnóstico , Algoritmos , Animais , Reações Falso-Positivas , Lógica Fuzzy , Modelos Lineares , Pulmão/patologia , Variações Dependentes do Observador , Reconhecimento Automatizado de Padrão , Coelhos , Interpretação de Imagem Radiográfica Assistida por Computador , Reprodutibilidade dos Testes , Máquina de Vetores de Suporte
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