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Abstract
During the last decades, the analytical techniques of X-ray absorption contrast imaging have systema-
tically gained greater relevance, mainly due to the ability to attain non-destructive exploration the sam-
ple interior. The significant improvement in spatial resolution offered by X-ray micro-tomography, as
compared to conventional computed tomography, has motivated its insertion in many biomedical
fields, among which dentistry stands out. Particularly, for endodontics, microCT appears as a method
of remarkable potential interest to study procedures involved in root canal treatments, where one of the
main needs is the anatomical characterization of the root canal in the teeth. The present work reports
on the adaptation of the microCT equipment of the LIIFAMIR x
laboratory at the E. Gaviola Physics
Institute, CONICET and UNC, thus allowing to acquire radiographic images of dental samples of
interest, to be later used in the implementation of algorithms, intended to tomographic reconstruc-
tion and volume segmentation. As a result, radiographic images of premolar teeth were obtained with
good contrast between the different materials present, and three-dimensional representations, whose
visualization is comparable with the real samples. Moreover, it was possible to characterize the root
canal volume of the tooth both in its natural form and after having undergone the instrumentation
process in which the pulp tissue is extracted.
Keywords: root canal treatment, microtomography, volume segmentation.
1. INTRODUCCIÓN
Las técnicas analíticas de contraste por absorción por medio de imágenes por rayos X han cobrado
sistemáticamente mayor protagonismo en aplicaciones médicas, derivado de su capacidad de explorar
de manera no destructiva y no invasiva el interior de una muestra. El aprovechamiento de estas técnicas
se remonta al año 1895 con la aparición de la radiografía de rayos X por contraste de absorción
gracias al descubrimiento de los rayos X por Rontgen [1]. Las imágenes radiográficas por contraste
de absorción aprovechan la capacidad de los rayos X de atravesar una muestra y ser absorbidos por
regiones de distintos materiales, densidades y espesores, produciendo diferencias de contraste entre
las distintas estructuras internas que forman la muestra.
La configuración básica para la formación de radiografías requiere una fuente de rayos X, una
muestra y un detector que registre la intensidad de la radiación que traspasó la muestra. Como resul-
tado de este proceso se obtiene una imagen bidimensional, que representa una proyección sobre un
plano, donde cada píxel se asociará con un voxel de la muestra 3D (ver Fig. 1).
FIG. 1: Proceso de adquisición de imágenes radiográficas.
Es bien conocido que las imágenes radiográficas, desde sus inicios y durante muchas décadas,
constituyeron una herramienta muy apreciada y requerida en el ámbito médico [1]. Sin embargo, los
avances tecnológicos en imagenología tridimensional, generaron la necesidad de mejorar la técnica
debido a la limitación de representar en dos dimensiones, una estructura anatómica tridimensional.
En la década de 1970, se incorpora como complemento a las imágenes radiográficas, la tomogra-
fía computada (CT) que reconstruye una imagen tridimensional a partir de múltiples proyecciones
planares, basada el principio matemático de la transformada de Radon.
Más recientemente, surgió la micro tomografía (µCT) como alternativa superadora a la CT con-
vencional, ya que ofrece una significativa mejora en resolución espacial, logrando una caracterización
3D submilimétrica de muestras biológicas. Se ha promovido la inserción de esta técnica en diversos
campos biomédicos, entre los que se destaca la odontología, como una de las áreas de mayor impulso
en su incorporación.
La endodoncia, es una de las especialidades odontológicas que se ocupa del estudio y tratamiento
de la pulpa dental, tejido blando en el interior del diente [2], cuya infección o inflamación, si no es
2