Differentiation of Livestock Internal Organs Using Visible and Short-Wave Infrared Hyperspectral Imaging Sensors.

Automatic identification and sorting of livestock organs in the meat processing industry could reduce costs and improve efficiency. Two hyperspectral sensors encompassing the visible (400-900 nm) and short-wave infrared (900-1700 nm) spectra were used to identify the organs by type. A total of 104 parenchymatous organs of cattle and sheep (heart, kidney, liver, and lung) were scanned in a multi-sensory system that encompassed both sensors along a conveyor belt. Spectral data were obtained and averaged following manual markup of three to eight regions of interest of each organ. Two methods were evaluated to classify organs: partial least squares discriminant analysis (PLS-DA) and random forest (RF). In addition, classification models were obtained with the smoothed reflectance and absorbance and the first and second derivatives of the spectra to assess if one was superior to the rest. The in-sample accuracy for the visible, short-wave infrared, and combination of both sensors was higher for PLS-DA compared to RF. The accuracy of the classification models was not significantly different between data pre-processing methods or between visible and short-wave infrared sensors. Hyperspectral sensors, particularly those in the visible spectrum, seem promising to identify organs from slaughtered animals which could be useful for the automation of quality and process control in the food supply chain, such as in abattoirs.

Single cell volume measurement by quantitative phase microscopy (QPM): a case study of erythrocyte morphology.

The measurement of the volume of intact, viable cells presents challenging problems in many areas of experimental and diagnostic science involved in the evaluation of cellular morphology, growth and function. This investigation details the implementation of a recently developed quantitative phase microscopy (QPM) method to measure the volume of erythrocytes under a range of osmotic conditions. QPM is a computational approach which utilizes simple bright field optics to generate cell phase maps which, together with knowledge of the cellular refractive index, may be used to measure cellular volume. Rat erythrocytes incubated in imidazole-buffered solutions (22 degrees C) of graded tonicity were analysed using QPM (n=10 cells/group, x63, 0.8 NA objective). Erythrocyte refractive index (1.367) was measured using a combination of phase and morphological data obtained from cells adopting spherical geometry under hypotonic conditions. Phase-computed volume increased with decreasing solution osmolality: 42.8 +/- 2.4, 48.7 +/- 2.3, 62.6 +/- 2.3, 90.8 +/- 7.7 microm3 in solutions of 540, 400, 240, and 170 mosmol/kg respectively. These volume changes were associated with crenated, bi-concave and spherical morphological states associated with increasing tonicity. This investigation demonstrates that QPM is a valid, simple and non-destructive approach for measuring cellular phase properties and volume. QPM cell volume analysis represents a significant advance in viable cell experimental capability and provides for acquisition of 'real-time' data - an option not previously available using other approaches.

Refractive index measurement in viable cells using quantitative phase-amplitude microscopy and confocal microscopy.

BACKGROUND: The refractive index (RI) of cellular material provides fundamental biophysical information about the composition and organizational structure of cells. Efforts to describe the refractive properties of cells have been significantly impeded by the experimental difficulties encountered in measuring viable cell RI. In this report we describe a procedure for the application of quantitative phase microscopy in conjunction with confocal microscopy to measure the RI of a cultured muscle cell specimen. METHODS: The experimental strategy involved calculation of cell thickness by using confocal optical sectioning procedures, construction of a phase map of the same cell using quantitative phase microscopy, and selection of cellular regions of interest to solve for the cell RI. RESULTS: Mean cell thickness and phase values for six cell regions (five cytoplasmic and one nuclear) were determined. The average refractive index calculated for cytoplasmic and nuclear regions was 1.360 +/- 0.004. The uncertainty in the final RI value represents the technique measurement error. CONCLUSIONS: The methodology we describe for viable cell RI measurement with this prototype cell has broad generic application in the study of cell growth and functional responses. The RI value we report may be used in optical analyses of cultured cell structure and morphology.

Quantitative phase microscopy: a new tool for measurement of cell culture growth and confluency in situ.

Quantitative phase microscopy (QPM) is a recently developed computational approach that provides quantitative phase measurements of specimen images obtained under bright-field conditions without phase- or interference-contrast optics. To perform QPM, an in-focus bright-field image is acquired, together with one positive and one negative de-focus image. An algorithm is then applied to produce a specimen phase map. In this investigation we demonstrate that manipulation of the phase map intensity histogram using novel, non-subjective thresholding and segmentation methods provides enhanced delineation of cells in culture. QPM was utilised to measure the growth behaviour of cultured airway smooth muscle cells over a 92-h period. There was a high degree of correlation between parallel QPM-derived confluency measurements and haemocytometry-derived counts of airway smooth muscle cells over this time period. Using QPM, translucent cells can be visualised with improved cell boundary definition allowing precise and reproducible measurements of cell culture confluency. Quantitative phase imaging provides a rapid, optically simple and non-destructive approach for measurement of cellular morphology. Further development of the QPM-based analysis methodology has the potential to provide even more refined measures of cellular growth.

Quantitative phase microscopy: a new tool for investigating the structure and function of unstained live cells.

1. The optical transparency of unstained live cell specimens limits the extent to which information can be recovered from bright-field microscopic images because these specimens generally lack visible amplitude-modulating components. However, visualization of the phase modulation that occurs when light traverses these specimens can provide additional information. 2. Optical phase microscopy and derivatives of this technique, such as differential interference contrast (DIC) and Hoffman modulation contrast (HMC), have been used widely in the study of cellular materials. With these techniques, enhanced contrast is achieved, which is useful in viewing specimens, but does not allow quantitative information to be extracted from the phase content available in the images. 3. An innovative computational approach to phase microscopy, which provides mathematically derived information about specimen phase-modulating characteristics, has been described recently. Known as quantitative phase microscopy (QPM), this method derives quantitative phase measurements from images captured using a bright-field microscope without phase- or interference-contrast optics. 4. The phase map generated from the bright-field images by the QPM method can be used to emulate other contrast image modes (including DIC and HMC) for qualitative viewing. Quantitative phase microscopy achieves improved discrimination of cellular detail, which permits more rigorous image analysis procedures to be undertaken compared with conventional optical methods. 5. The phase map contains information about cell thickness and refractive index and can allow quantification of cellular morphology under experimental conditions. As an example, the proliferative properties of smooth muscle cells have been evaluated using QPM to track growth and confluency of cell cultures. Quantitative phase microscopy has also been used to investigate erythrocyte cell volume and morphology in different osmotic environments. 6. Quantitative phase microscopy is a valuable, new, non-destructive, non-interventional experimental tool for structural and functional cellular investigations.