Literature DB >> 33514740

Synthetic skull bone defects for automatic patient-specific craniofacial implant design.

Jianning Li1,2, Christina Gsaxner1,2,3, Antonio Pepe1,2, Ana Morais4,5, Victor Alves5, Gord von Campe6, Jürgen Wallner7, Jan Egger8,9,10.   

Abstract

Patient-specific craniofacial implants are used to repair skull bone defects after trauma or surgery. Currently, cranial implants are designed and produced by third-party suppliers, which is usually time-consuming and expensive. Recent advances in additive manufacturing made the in-hospital or in-operation-room fabrication of personalized implants feasible. However, the implants are still manufactured by external companies. To facilitate an optimized workflow, fast and automatic implant manufacturing is highly desirable. Data-driven approaches, such as deep learning, show currently great potential towards automatic implant design. However, a considerable amount of data is needed to train such algorithms, which is, especially in the medical domain, often a bottleneck. Therefore, we present CT-imaging data of the craniofacial complex from 24 patients, in which we injected various artificial cranial defects, resulting in 240 data pairs and 240 corresponding implants. Based on this work, automatic implant design and manufacturing processes can be trained. Additionally, the data of this work build a solid base for researchers to work on automatic cranial implant designs.

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Year:  2021        PMID: 33514740      PMCID: PMC7846796          DOI: 10.1038/s41597-021-00806-0

Source DB:  PubMed          Journal:  Sci Data        ISSN: 2052-4463            Impact factor:   6.444


  15 in total

Review 1.  Computer-assisted prefabrication of individual craniofacial implants.

Authors:  H Eufinger; B Saylor
Journal:  AORN J       Date:  2001-11       Impact factor: 0.676

2.  Three-dimensional reconstruction of cranial defect using active contour model and image registration.

Authors:  Yuan-Lin Liao; Chia-Feng Lu; Yung-Nien Sun; Chieh-Tsai Wu; Jiann-Der Lee; Shih-Tseng Lee; Yu-Te Wu
Journal:  Med Biol Eng Comput       Date:  2010-12-03       Impact factor: 2.602

Review 3.  Cranial bone defects: current and future strategies.

Authors:  Caroline Szpalski; Jason Barr; Meredith Wetterau; Pierre B Saadeh; Stephen M Warren
Journal:  Neurosurg Focus       Date:  2010-12       Impact factor: 4.047

Review 4.  Cranioplasty: Review of Materials.

Authors:  Bruno Zanotti; Nicola Zingaretti; Angela Verlicchi; Massimo Robiony; Alex Alfieri; Pier Camillo Parodi
Journal:  J Craniofac Surg       Date:  2016-11       Impact factor: 1.046

5.  Cranioplasty with custom-made implants: analyzing the cases of 10 patients.

Authors:  Horatiu Rotaru; Horatiu Stan; Ioan Stefan Florian; Ralf Schumacher; Yong-Tae Park; Seong-Gon Kim; Horea Chezan; Nicolae Balc; Mihaela Baciut
Journal:  J Oral Maxillofac Surg       Date:  2012-02       Impact factor: 1.895

Review 6.  CT image segmentation methods for bone used in medical additive manufacturing.

Authors:  Maureen van Eijnatten; Roelof van Dijk; Johannes Dobbe; Geert Streekstra; Juha Koivisto; Jan Wolff
Journal:  Med Eng Phys       Date:  2017-10-31       Impact factor: 2.242

Review 7.  Cranioplasty: indications and advances.

Authors:  Jesse A Goldstein; J Thomas Paliga; Scott P Bartlett
Journal:  Curr Opin Otolaryngol Head Neck Surg       Date:  2013-08       Impact factor: 2.064

8.  Cranial reconstruction: 3D biomodel and custom-built implant created using additive manufacturing.

Authors:  André Luiz Jardini; Maria Aparecida Larosa; Rubens Maciel Filho; Cecília Amélia de Carvalho Zavaglia; Luis Fernando Bernardes; Carlos Salles Lambert; Davi Reis Calderoni; Paulo Kharmandayan
Journal:  J Craniomaxillofac Surg       Date:  2014-08-06       Impact factor: 2.078

9.  Computer-aided implant design for the restoration of cranial defects.

Authors:  Xiaojun Chen; Lu Xu; Xing Li; Jan Egger
Journal:  Sci Rep       Date:  2017-06-23       Impact factor: 4.379

10.  Interactive reconstructions of cranial 3D implants under MeVisLab as an alternative to commercial planning software.

Authors:  Jan Egger; Markus Gall; Alois Tax; Muammer Ücal; Ulrike Zefferer; Xing Li; Gord von Campe; Ute Schäfer; Dieter Schmalstieg; Xiaojun Chen
Journal:  PLoS One       Date:  2017-03-06       Impact factor: 3.240

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  4 in total

Review 1.  Tissue Engineered Neurovascularization Strategies for Craniofacial Tissue Regeneration.

Authors:  Yiming Li; David Fraser; Jared Mereness; Amy Van Hove; Sayantani Basu; Maureen Newman; Danielle S W Benoit
Journal:  ACS Appl Bio Mater       Date:  2021-11-29

2.  The 3D skull 0-4 years: A validated, generative, statistical shape model.

Authors:  Eimear O' Sullivan; Lara S van de Lande; Anne-Jet C Oosting; Athanasios Papaioannou; N Owase Jeelani; Maarten J Koudstaal; Roman H Khonsari; David J Dunaway; Stefanos Zafeiriou; Silvia Schievano
Journal:  Bone Rep       Date:  2021-11-29

3.  MUG500+: Database of 500 high-resolution healthy human skulls and 29 craniotomy skulls and implants.

Authors:  Jianning Li; Marcell Krall; Florian Trummer; Afaque Rafique Memon; Antonio Pepe; Christina Gsaxner; Yuan Jin; Xiaojun Chen; Hannes Deutschmann; Ulrike Zefferer; Ute Schäfer; Gord von Campe; Jan Egger
Journal:  Data Brief       Date:  2021-11-04

Review 4.  Clinical Applications of Artificial Intelligence-An Updated Overview.

Authors:  Ștefan Busnatu; Adelina-Gabriela Niculescu; Alexandra Bolocan; George E D Petrescu; Dan Nicolae Păduraru; Iulian Năstasă; Mircea Lupușoru; Marius Geantă; Octavian Andronic; Alexandru Mihai Grumezescu; Henrique Martins
Journal:  J Clin Med       Date:  2022-04-18       Impact factor: 4.964

  4 in total

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