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1.
Molecules ; 24(17)2019 Aug 29.
Article in English | MEDLINE | ID: mdl-31470620

ABSTRACT

Non-alcoholic fatty liver disease is a highly prevalent condition worldwide that increases the risk to develop liver fibrosis, cirrhosis, and hepatocellular carcinoma. Thus, it is imperative to develop novel diagnostic tools that together with liver biopsy help to differentiate mild and advanced degrees of steatosis. Ex-vivo liver samples were collected from mice fed a methionine-choline deficient diet for two or eight weeks, and from a control group. The degree of hepatic steatosis was histologically evaluated, and fat content was assessed by Oil-Red O staining. On the other hand, fluorescence spectroscopy was used for the assessment of the steatosis progression. Fluorescence spectra were recorded at excitation wavelengths of 330, 365, 385, 405, and 415 nm by establishing surface contact of the fiber optic probe with the liver specimens. A multi-variate statistical approach based on principal component analysis followed by quadratic discriminant analysis was applied to spectral data to obtain classifiers able to distinguish mild and moderate stages of steatosis at the different excitation wavelengths. Receiver Operating Characteristic (ROC) curves were computed to compare classifier's performances for each one of the five excitation wavelengths and steatosis stages. Optimal sensitivity and specificity were calculated from the corresponding ROC curves using the Youden index. Intensity in the endogenous fluorescence spectra at the given wavelengths progressively increased according to the time of exposure to diet. The area under the curve of the spectra was able to discriminate control liver samples from those with steatosis and differentiate among the time of exposure to the diet for most of the used excitation wavelengths. High specificities and sensitivities were obtained for every case; however, fluorescence spectra obtained by exciting with 405 nm yielded the best results distinguishing between the mentioned classes with a total classification error of 1.5% and optimal sensitivities and specificities better than 98.6% and 99.3%, respectively.


Subject(s)
Adipose Tissue/diagnostic imaging , Choline Deficiency/diagnostic imaging , Liver/diagnostic imaging , Methionine/deficiency , Non-alcoholic Fatty Liver Disease/diagnostic imaging , Spectrometry, Fluorescence/methods , Adipose Tissue/chemistry , Adipose Tissue/pathology , Animals , Area Under Curve , Choline Deficiency/metabolism , Choline Deficiency/pathology , Discriminant Analysis , Disease Models, Animal , Disease Progression , Humans , Liver/chemistry , Liver/pathology , Male , Mice , Mice, Inbred C57BL , Non-alcoholic Fatty Liver Disease/metabolism , Non-alcoholic Fatty Liver Disease/pathology , Principal Component Analysis , ROC Curve , Sensitivity and Specificity , Severity of Illness Index , Spectrometry, Fluorescence/standards
2.
J Biomed Opt ; 23(11): 1-8, 2018 11.
Article in English | MEDLINE | ID: mdl-30499266

ABSTRACT

Nonalcoholic fatty liver disease (NAFLD) ranges from steatosis to nonalcoholic steatohepatitis and cirrhosis. Liver biopsy, considered the gold standard to diagnose NAFLD, shows significantly high rates of interobserver variability. Thus there is a need to develop tools that accurately categorize mild and advanced grades of steatosis in order to identify patients at higher risk of developing chronic liver disease. Diffuse reflectance spectroscopy (DRS) has proved to be useful in grading liver fibrosis and cirrhosis, without having been implemented for steatosis. We aim to categorize early and advanced stages of liver steatosis in a methionine-choline deficient (MCD) mouse model. C57bl/6 mice are fed either methionine-choline control or MCD diet during 2 or 8 weeks to induce mild and advanced steatosis. Liver samples are obtained and steatosis is evaluated by oil red O staining. Diffuse reflectance spectra are directly measured on ex vivo liver specimens, in a wavelength range of 400 to 800 nm. DRS is able to discriminate between early or advanced steatosis and healthy hepatic tissue with negligible error while showing high average sensitivity and specificity (0.94 and 0.95, respectively). Our results suggest that liver steatosis can be accurately evaluated by DRS, highlighting the importance of applied spectroscopic methods in assessing NAFLD.


Subject(s)
Non-alcoholic Fatty Liver Disease/diagnostic imaging , Spectrum Analysis/methods , Animals , Disease Models, Animal , Equipment Design , Liver/diagnostic imaging , Liver/pathology , Male , Mice , Mice, Inbred C57BL , Non-alcoholic Fatty Liver Disease/pathology
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