Optical elastic scattering for early label-free identification of clinical pathogens

被引:12
作者
Genuer, Valentin [1 ,2 ]
Gal, Olivier [3 ]
Meteau, Jeremy [1 ,2 ]
Marcoux, Pierre [1 ,2 ]
Schultz, Emmanuelle [1 ,2 ]
Lacot, Eric [1 ,4 ]
Maurin, Max [5 ]
Dinten, Jean-Marc [1 ,2 ]
机构
[1] Univ Grenoble Alpes, F-38000 Grenoble, France
[2] CEA Grenoble, LETI, Minatec Campus,17 Ave Martyrs, F-38054 Grenoble 9, France
[3] CEA, LIST, F-91191 Gif Sur Yvette, France
[4] Liphy, Lab Interdisciplinaire Phys, 140 Rue Phys, F-38402 St Martin Dheres, France
[5] CHU Grenoble, Inst Biol & Pathol, Dept Agents Infect, Lab Bacteriol,CS 10217, F-38043 Grenoble 9, France
来源
ADVANCED BIOMEDICAL AND CLINICAL DIAGNOSTIC AND SURGICAL GUIDANCE SYSTEMS XIV | 2016年 / 9698卷
关键词
Optical elastic scattering; bacteria identification; bacterial colony; early screening; optical elastic backward-scattering; SVM; Fresnel diffraction patterns; MRSA; LIGHT-SCATTERING; BACTERIA;
D O I
10.1117/12.2211021
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We report here on the ability of elastic light scattering in discriminating Gram+, Gram- and yeasts at an early stage of growth (6h). Our technique is non-invasive, low cost and does require neither skilled operators nor reagents. Therefore it is compatible with automation. It is based on the analysis of the scattering pattern (scatterogram) generated by a bacterial microcolony growing on agar, when placed in the path of a laser beam. Measurements are directly performed on closed Petri dishes. The characteristic features of a given scatterogram are first computed by projecting the pattern onto the Zernike orthogonal basis. Then the obtained data are compared to a database so that machine learning can yield identification result. A 10-fold cross-validation was performed on a database over 8 species (15 strains, 1906 scatterograms), at 6h of incubation. It yielded a 94% correct classification rate between Gram+, Gram- and yeasts. Results can be improved by using a more relevant function basis for projections, such as Fourier-Bessel functions. A fully integrated instrument has been installed at the Grenoble hospital's laboratory of bacteriology and a validation campaign has been started for the early screening of SA and MRSA (Staphylococcus aureus, methicillin-resistant S. aureus) carriers. Up to now, all the published studies about elastic scattering were performed in a forward mode, which is restricted to transparent media. However, in clinical diagnostics, most of media are opaque, such as blood-supplemented agar. That is why we propose a novel scheme capable of collecting back-scattered light which provides comparable results.
引用
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页数:13
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