Comparative study of fully three-dimensional reconstruction algorithms for lens-free microscopy

被引:29
作者
Berdeu, Anthony [1 ,2 ]
Momey, Fabien [3 ]
Laperrousaz, Bastien [1 ,4 ,5 ]
Bordy, Thomas [1 ,2 ]
Gidrol, Xavier [1 ,4 ,5 ]
Dinten, Jean-Marc [1 ,2 ]
Picollet-D'hahan, Nathalie [1 ,4 ,5 ]
Allier, Cedric [1 ,2 ]
机构
[1] Univ Grenoble Alpes, F-38000 Grenoble, France
[2] Commissariat Energie Atom & Energies Alternat, Lab Elect & Technol Informat, F-38054 Grenoble, France
[3] Univ Jean Monnet, Lab Hubert Curien, F-42100 St Etienne, France
[4] Commissariat Energie Atom & Energies Alternat, Inst Biosci & Biotechnol Grenoble, F-38054 Grenoble, France
[5] INSERM, U1038, F-38054 Grenoble, France
关键词
TOMOGRAPHIC DIFFRACTIVE MICROSCOPY; CELL-CULTURE; 3D; MODELS; CHIP;
D O I
10.1364/AO.56.003939
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We propose a three-dimensional (3D) imaging platform based on lens-free microscopy to perform multiangle acquisitions on 3D cell cultures embedded in extracellular matrices. Lens-free microscopy acquisitions present some inherent issues such as the lack of phase information on the sensor plane and a limited angular coverage. We developed and compared three different algorithms based on the Fourier diffraction theorem to obtain fully 3D reconstructions. These algorithms present an increasing complexity associated with a better reconstruction quality. Two of them are based on a regularized inverse problem approach. To compare the reconstruction methods in terms of artefact reduction, signal-to-noise ratio, and computation time, we tested them on two experimental datasets: an endothelial cell culture and a prostate cell culture grown in a 3D extracellular matrix with large reconstructed volumes up to similar to 5 mm(3) with a resolution sufficient to resolve isolated single cells. The lens-free reconstructions compare well with standard microscopy. (C) 2017 Optical Society of America
引用
收藏
页码:3939 / 3951
页数:13
相关论文
共 33 条
[1]   GPU acceleration towards real-time image reconstruction in 3D tomographic diffractive microscopy [J].
Bailleul, J. ;
Simon, B. ;
Debailleul, M. ;
Liu, H. ;
Haeberle, O. .
REAL-TIME IMAGE AND VIDEO PROCESSING 2012, 2012, 8437
[2]   Deterministic edge-preserving regularization in computed imaging [J].
Charbonnier, P ;
BlancFeraud, L ;
Aubert, G ;
Barlaud, M .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1997, 6 (02) :298-311
[3]   Prior image constrained compressed sensing (PICCS): A method to accurately reconstruct dynamic CT images from highly undersampled projection data sets [J].
Chen, Guang-Hong ;
Tang, Jie ;
Leng, Shuai .
MEDICAL PHYSICS, 2008, 35 (02) :660-663
[4]  
Cotte Y, 2013, NAT PHOTONICS, V7, P113, DOI [10.1038/nphoton.2012.329, 10.1038/NPHOTON.2012.329]
[5]   Holographic microscopy and diffractive microtomography of transparent samples [J].
Debailleul, Matthieu ;
Simon, Bertrand ;
Georges, Vincent ;
Haeberle, Olivier ;
Lauer, Vincent .
MEASUREMENT SCIENCE AND TECHNOLOGY, 2008, 19 (07)
[6]   Inline hologram reconstruction with sparsity constraints [J].
Denis, Loic ;
Lorenz, Dirk ;
Thiebaut, Eric ;
Fournier, Corinne ;
Trede, Dennis .
OPTICS LETTERS, 2009, 34 (22) :3475-3477
[7]   Controlled 3D culture in Matrigel microbeads to analyze clonal acinar development [J].
Dolega, Monika E. ;
Abeille, Fabien ;
Picollet-D'hahan, Nathalie ;
Gidrol, Xavier .
BIOMATERIALS, 2015, 52 :347-357
[8]   Label-free analysis of prostate acini-like 3D structures by lensfree imaging [J].
Dolega, Monika E. ;
Allier, Cedric ;
Kesavan, Srikanth Vinjimore ;
Gerbaud, Sophie ;
Kermarrec, Frederique ;
Marcoux, Pierre ;
Dinten, Jean-Marc ;
Gidrol, Xavier ;
Picollet-D'Hahan, Nathalie .
BIOSENSORS & BIOELECTRONICS, 2013, 49 :176-183
[9]   Compressed sensing [J].
Donoho, DL .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (04) :1289-1306
[10]   Organoids as an in vitro model of human development and disease [J].
Fatehullah, Aliya ;
Tan, Si Hui ;
Barker, Nick .
NATURE CELL BIOLOGY, 2016, 18 (03) :246-254