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1.
Respir Res ; 20(1): 45, 2019 Feb 28.
Artículo en Inglés | MEDLINE | ID: mdl-30819163

RESUMEN

BACKGROUND: We developed a method to calculate a standard score for lung tissue mass derived from CT scan images from a control group without respiratory disease. We applied the method to images from subjects with emphysema associated with alpha-1 antitrypsin deficiency (AATD) and used it to study regional patterns of differential tissue mass. METHODS: We explored different covariates in 76 controls. Standardization was applied to facilitate comparability between different CT scanners and a standard Z-score (Standard Mass Score, SMS) was developed, representing lung tissue loss compared to normal lung mass. This normative data was defined for the entire lungs and for delineated apical, central and basal regions. The agreement with DLCO%pred was explored in a data set of 180 patients with emphysema who participated in a trial of alpha-1-antitrypsin augmentation treatment (RAPID). RESULTS: Large differences between emphysematous and normal tissue of more than 10 standard deviations were found. There was reasonable agreement between SMS and DLCO%pred for the global densitometry (κ = 0.252, p < 0.001), varying from κ = 0.138 to κ = 0.219 and 0.264 (p < 0.001), in the apical, central and basal region, respectively. SMS and DLCO%pred correlated consistently across apical, central and basal regions. The SMS distribution over the different lung regions showed a distinct pattern suggesting that emphysema due to severe AATD develops from basal to central and ultimately apical regions. CONCLUSIONS: Standardization and normalization of lung densitometry is feasible and the adoption of the developed principles helps to characterize the distribution of emphysema, required for clinical decision making.


Asunto(s)
Densitometría/métodos , Pulmón/diagnóstico por imagen , Enfisema Pulmonar/diagnóstico por imagen , Tomografía Computarizada por Rayos X/métodos , Deficiencia de alfa 1-Antitripsina/diagnóstico por imagen , Adulto , Densitometría/normas , Femenino , Humanos , Pulmón/metabolismo , Masculino , Persona de Mediana Edad , Valor Predictivo de las Pruebas , Enfisema Pulmonar/metabolismo , Tomografía Computarizada por Rayos X/normas , Deficiencia de alfa 1-Antitripsina/metabolismo
2.
IEEE Trans Med Imaging ; 35(6): 1488-500, 2016 06.
Artículo en Inglés | MEDLINE | ID: mdl-26766371

RESUMEN

Pulmonary fissures are important landmarks for recognition of lung anatomy. In CT images, automatic detection of fissures is complicated by factors like intensity variability, pathological deformation and imaging noise. To circumvent this problem, we propose a derivative of stick (DoS) filter for fissure enhancement and a post-processing pipeline for subsequent segmentation. Considering a typical thin curvilinear shape of fissure profiles inside 2D cross-sections, the DoS filter is presented by first defining nonlinear derivatives along a triple stick kernel in varying directions. Then, to accommodate pathological abnormality and orientational deviation, a [Formula: see text] cascading and multiple plane integration scheme is adopted to form a shape-tuned likelihood for 3D surface patches discrimination. During the post-processing stage, our main contribution is to isolate the fissure patches from adhering clutters by introducing a branch-point removal algorithm, and a multi-threshold merging framework is employed to compensate for local intensity inhomogeneity. The performance of our method was validated in experiments with two clinical CT data sets including 55 publicly available LOLA11 scans as well as separate left and right lung images from 23 GLUCOLD scans of COPD patients. Compared with manually delineating interlobar boundary references, our method obtained a high segmentation accuracy with median F1-scores of 0.833, 0.885, and 0.856 for the LOLA11, left and right lung images respectively, whereas the corresponding indices for a conventional Wiemker filtering method were 0.687, 0.853, and 0.841. The good performance of our proposed method was also verified by visual inspection and demonstration on abnormal and pathological cases, where typical deformations were robustly detected together with normal fissures.


Asunto(s)
Puntos Anatómicos de Referencia/diagnóstico por imagen , Interpretación de Imagen Asistida por Computador/métodos , Pulmón/diagnóstico por imagen , Tomografía Computarizada por Rayos X/métodos , Anciano , Algoritmos , Puntos Anatómicos de Referencia/anatomía & histología , Bases de Datos Factuales , Humanos , Pulmón/anatomía & histología , Persona de Mediana Edad , Enfermedad Pulmonar Obstructiva Crónica
3.
Eur J Radiol ; 84(5): 975-9, 2015 May.
Artículo en Inglés | MEDLINE | ID: mdl-25650330

RESUMEN

INTRODUCTION: Interstitial lung disease occurs frequently in patients with systemic sclerosis (SSc). Quantitative computed tomography (CT) densitometry using the percentile density method may provide a sensitive assessment of lung structure for monitoring parenchymal damage. Therefore, we aimed to evaluate the optimal percentile density score in SSc by quantitative CT densitometry, against pulmonary function. MATERIAL AND METHODS: We investigated 41 SSc patients by chest CT scan, spirometry and gas transfer tests. Lung volumes and the nth percentile density (between 1 and 99%) of the entire lungs were calculated from CT histograms. The nth percentile density is defined as the threshold value of densities expressed in Hounsfield units. A prerequisite for an optimal percentage was its correlation with baseline DLCO %predicted. Two patients showed distinct changes in lung function 2 years after baseline. We obtained CT scans from these patients and performed progression analysis. RESULTS: Regression analysis for the relation between DLCO %predicted and the nth percentile density was optimal at 85% (Perc85). There was significant agreement between Perc85 and DLCO %predicted (R=-0.49, P=0.001) and FVC %predicted (R=-0.64, P<0.001). Two patients showed a marked change in Perc85 over a 2 year period, but the localization of change differed clearly. CONCLUSIONS: We identified Perc85 as optimal lung density parameter, which correlated significantly with DLCO and FVC, confirming a lung parenchymal structure-function relation in SSc. This provides support for future studies to determine whether structural changes do precede lung function decline.


Asunto(s)
Densitometría , Enfermedades Pulmonares Intersticiales/patología , Pulmón/patología , Pulmón/fisiopatología , Esclerodermia Sistémica/complicaciones , Adulto , Anciano , Progresión de la Enfermedad , Femenino , Humanos , Pulmón/diagnóstico por imagen , Enfermedades Pulmonares Intersticiales/diagnóstico por imagen , Enfermedades Pulmonares Intersticiales/fisiopatología , Masculino , Persona de Mediana Edad , Tomografía Computarizada por Rayos X
4.
Respir Med ; 106(5): 677-86, 2012 May.
Artículo en Inglés | MEDLINE | ID: mdl-22154247

RESUMEN

BACKGROUND: Bronchial dimensions measured in CT images generally do not take inspiration level into consideration. However, some studies showed that the bronchial membrane is distensible with airway inflation. Therefore, re-examination of the elasticity of bronchi is needed. PURPOSE: To assess the influence of respiration on bronchial lumen area (defined as distensibility) in different segmental bronchi and to explore the correlations between distensibility and both lung function and emphysema severity. MATERIAL AND METHODS: In 44 subjects with COPD related to alpha-1-antitrypsin deficiency (AATD), bronchial lumen area was measured in CT images, acquired at different inspiration levels. Measurements were done at matched locations in one apical and two basal segmental airways (RB1, RB10 and LB10). Airway distensibility was calculated as lumen area difference divided by lung volume difference. RESULTS: Bronchial lumen area in the lower lobes (RB10 and LB10) correlated positively with FEV(1)%predicted (p=0.027 for RB10; and p=0.037 for LB10, respectively). Lumen area is influenced by respiration (p=0.006, p=0.045, and, p=0.005 for RB1, RB10 and LB10, respectively). Airway distensibility was different between upper and lower bronchi (p<0.001), but it was not correlated with lung function. CONCLUSION: Lumen area of third generation bronchi is dependent on inspiration level and this distensibility is different between bronchi in the upper and lower lobes. Therefore, changes in lumen area over time should be studied whilst accounting for the lung volume changes, in order to estimate the progression of bronchial disease while excluding the effects of hyperinflation.


Asunto(s)
Bronquios/patología , Inhalación/fisiología , Enfermedad Pulmonar Obstructiva Crónica/diagnóstico por imagen , Adulto , Bronquios/fisiopatología , Broncografía/métodos , Femenino , Humanos , Masculino , Persona de Mediana Edad , Fantasmas de Imagen , Enfermedad Pulmonar Obstructiva Crónica/etiología , Enfermedad Pulmonar Obstructiva Crónica/patología , Enfermedad Pulmonar Obstructiva Crónica/fisiopatología , Reproducibilidad de los Resultados , Mecánica Respiratoria/fisiología , Tomografía Computarizada por Rayos X/métodos , Deficiencia de alfa 1-Antitripsina/complicaciones
6.
Proc Am Thorac Soc ; 5(9): 919-24, 2008 Dec 15.
Artículo en Inglés | MEDLINE | ID: mdl-19056717

RESUMEN

Lung densitometry in drug evaluation trials can be confounded by changes in inspiration levels between computed tomography (CT) scans, limiting its sensitivity to detect changes over time. Therefore our aim was to explore whether the sensitivity of lung densitometry could be improved by correcting the measurements for changes in lung volume, based on the estimated relation between density (as measured with the 15th percentile point) and lung volume. We compared four correction methods, using CT data of 143 patients from five European countries. Patients were scanned, generally twice per visit, at baseline and after 2.5 years. The methods included one physiological model and three linear mixed-effects models using a volume-density relation: (1) estimated over the entire population with one scan per visit (model A) and two scans per visit (model B); and (2) estimated for each patient individually (model C). Both log-transformed and original volume and density values were evaluated and the differences in goodness-of-fit between methods were tested. Model C fitted best (P < 0.0001, P < 0.0001, and P = 0.064), when two scans were available. The most consistent progression estimation was obtained between sites, when both volume and density were log-transformed. Sensitivity was improved using repeated CT scans by applying volume correction to individual patient data. Volume correction reduces the variability in progression estimation by a factor of two, and is therefore recommended.


Asunto(s)
Mediciones del Volumen Pulmonar , Modelos Estadísticos , Enfisema Pulmonar/diagnóstico por imagen , Tomografía Computarizada por Rayos X , Adulto , Anciano , Progresión de la Enfermedad , Femenino , Estudios de Seguimiento , Humanos , Pulmón/diagnóstico por imagen , Masculino , Persona de Mediana Edad , Enfermedad Pulmonar Obstructiva Crónica/diagnóstico por imagen , Índice de Severidad de la Enfermedad
7.
Chest ; 134(5): 931-937, 2008 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-18625668

RESUMEN

BACKGROUND: Lung densitometry is an effective method to assess overall progression of emphysema, but generally the location of the progression is not estimated. We hypothesized that progression of emphysema is the result of extension from affected areas toward less affected areas in the lung. To test this hypothesis, a method was developed to assess emphysema severity at different levels in the lungs in order to estimate regional changes. METHODS: Fifty subjects with emphysema due to alpha(1)-antitrypsin deficiency (AATD) [AATD deficiency of phenotype PiZZ (PiZ) group] and 16 subjects with general emphysema (general emphysema without phenotype PiZZ [non-PiZ] group) were scanned with CT at baseline and after 30 months. Densitometry was performed in 12 axial partitions of equal volumes. To indicate predominant location, craniocaudal locality was defined as the slope in the plot of densities against partitions. Regional progression of emphysema was calculated after volume correction, and its slope identifies the area of predominant progression. The hypothesis was tested by investigating the correlation between predominant location and predominant progression. RESULTS: As expected, the PiZ patients showed more basal emphysema than the non-PiZ group (craniocaudal locality, - 40.0 g/L vs - 6.2 g/L). Overall progression rate in PiZ patients was lower than in non-PiZ subjects. A significant correlation was found between craniocaudal locality and progression slope in PiZ subjects (R = 0.566, p < 0.001). In the non-PiZ group, no correlation was found. CONCLUSIONS: In the PiZ group, the more emphysema is distributed basally, the more progression was found in the basal area. This finding suggests that emphysema due to AATD spreads out from affected areas.


Asunto(s)
Densitometría/métodos , Enfisema Pulmonar/diagnóstico por imagen , Tomografía Computarizada por Rayos X/métodos , Progresión de la Enfermedad , Femenino , Estudios de Seguimiento , Humanos , Masculino , Persona de Mediana Edad , Enfisema Pulmonar/sangre , Enfisema Pulmonar/etiología , Reproducibilidad de los Resultados , Índice de Severidad de la Enfermedad , Factores de Tiempo , alfa 1-Antitripsina/sangre , Deficiencia de alfa 1-Antitripsina/sangre , Deficiencia de alfa 1-Antitripsina/complicaciones
8.
Invest Radiol ; 40(12): 777-83, 2005 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-16304481

RESUMEN

OBJECTIVES: The objectives of this study were to investigate whether computed tomography (CT) densitometry can be applied consistently in different centers; and to evaluate the reproducibility of densitometric quantification of emphysema by assessment of different sources of variation, ie, intersite, interscan and inter- and intraobserver variability, in comparison with intersubject variability. MATERIALS AND METHODS: In 5 different hospitals, 119 patients with emphysema were scanned using standardized protocols. In each site, an observer performed a quantitative densitometric analysis (including blood recalibration) on the corresponding patient group (n=23-25) and one observer analyzed the entire group of 119 patients. After several months, the latter observer analyzed all data for a second time. Subsequently, different sources of variation were assessed by variance component analysis with and without volume correction of the data. RESULTS: Inter- and intraobserver variability marginally contributes to the total variability (<0.001%). The interscan variability was 0.02% of the total variation after application of volume correction. The intersite variability was 48% as a result of one deviating CT scanner. Air recalibration normalized deviating air densities in CT scanners. Within sites, the intersubject variability ranged between 93% and 99% based on the analysis of 2 subsequent CT scans of the patients. CONCLUSIONS: Almost all variability in the density measurement of emphysema originates from differences between scanners and from differences in severity of emphysema between patients. Lung densitometry with multislice CT scanners is a highly reproducible measurement, especially if corrected for lung volume, because this reduces interscan variability.


Asunto(s)
Absorciometría de Fotón/estadística & datos numéricos , Enfisema Pulmonar/diagnóstico por imagen , Enfisema Pulmonar/epidemiología , Tomografía Computarizada por Rayos X/estadística & datos numéricos , Absorciometría de Fotón/métodos , Adulto , Anciano , Europa (Continente)/epidemiología , Femenino , Humanos , Incidencia , Mediciones del Volumen Pulmonar/métodos , Masculino , Persona de Mediana Edad , Variaciones Dependientes del Observador , Reproducibilidad de los Resultados , Sensibilidad y Especificidad , Tomografía Computarizada por Rayos X/métodos
9.
Invest Radiol ; 39(1): 1-7, 2004 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-14701982

RESUMEN

RATIONALE AND OBJECTIVES: To compare the sensitivities of 5 different computed tomography scanners (4 multislice CT [MSCT] and 1 single-slice CT) in the assessment of the progression of pulmonary emphysema. METHODS: A Perspex cylinder phantom was constructed containing small pieces of polythene foam with densities representative of lung. Changing the cylinder's volume simulated subtle lung density changes. The sensitivity to density changes was defined by the variation in the residual errors from the linear regression line between time and density. RESULTS: The single-slice CT scanner was significantly less sensitive to density changes than MSCT scanners. Also, among MSCT scanners, small but significant differences were found when the standardized acquisition protocol was used. CONCLUSIONS: Considering the large sensitivity differences between single- and multislice CT scanners, we would recommended using MSCT scanners in clinical multicenter trials in emphysema. The protocol standardization of MSCT scanners can still be further improved.


Asunto(s)
Enfisema Pulmonar/diagnóstico , Tomógrafos Computarizados por Rayos X , Humanos , Pulmón/diagnóstico por imagen , Radiografía , Sensibilidad y Especificidad
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