Please use this identifier to cite or link to this item: http://hdl.handle.net/1822/15075

TitleVirtual simulation of the postsurgical cosmetic outcome in patients with pectus excavatum
Author(s)Vilaça, João L.
Moreira, António H. J.
Rodrigues, Pedro L.
Rodrigues, Nuno F.
Fonseca, Jaime C.
Pinho, A. C. Marques de
Pinto, Jorge
KeywordsPectus Excavatum
3D simulation
Image processing
Affine registration between meshes
Artificial neural networks
artificial neural network
Issue date12-Feb-2011
PublisherSociety of Photo-optical Instrumentation Engineers
JournalProceedings of SPIE
Abstract(s)Pectus excavatum is the most common congenital deformity of the anterior chest wall, in which several ribs and the sternum grow abnormally. Nowadays, the surgical correction is carried out in children and adults through Nuss technic. This technic has been shown to be safe with major drivers as cosmesis and the prevention of psychological problems and social stress. Nowadays, no application is known to predict the cosmetic outcome of the pectus excavatum surgical correction. Such tool could be used to help the surgeon and the patient in the moment of deciding the need for surgery correction. This work is a first step to predict postsurgical outcome in pectus excavatum surgery correction. Facing this goal, it was firstly determined a point cloud of the skin surface along the thoracic wall using Computed Tomography (before surgical correction) and the Polhemus FastSCAN (after the surgical correction). Then, a surface mesh was reconstructed from the two point clouds using a Radial Basis Function algorithm for further affine registration between the meshes. After registration, one studied the surgical correction influence area (SCIA) of the thoracic wall. This SCIA was used to train, test and validate artificial neural networks in order to predict the surgical outcome of pectus excavatum correction and to determine the degree of convergence of SCIA in different patients. Often, ANN did not converge to a satisfactory solution (each patient had its own deformity characteristics), thus invalidating the creation of a mathematical model capable of estimating, with satisfactory results, the postsurgical outcome.
TypeConference paper
URIhttp://hdl.handle.net/1822/15075
ISBN9780819485069
DOI10.1117/12.878328
ISSN0277-786X
Peer-Reviewedyes
AccessOpen access
Appears in Collections:CAlg - Artigos em livros de atas/Papers in proceedings
DEI - Artigos em atas de congressos internacionais

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