Liver texture was comparatively assessed in 20 specimens of carp after experimental exposure to two PFOA dosages (10 exposed to 200 ng l-1, 10 exposed to 2 mg l-1) for 56 days and in 10 unexposed (Ctr) specimens. Grayscale differential box counting (mass fractal dimension, DM and lacunarity, λ [Lac]; FracLac plugin in ImageJ package; Fig. 1) was adopted on images previously assessed for texture by means of MaZda software. Linear Discriminant Analysis on grayscale box counting data failed to discriminate with confidence between treated and untreated fish (40% of cases correctly classified: sensitivity of 69.0%, specificity of 52.6%) with particular regard to low dosage group (only 10% of Ctr cases correctly classified). Nevertheless, referring to the cumulative Redundancy Analysis ordination space (Fig. 2), the more the liver PFOA content augmented, the more the number of cells positive to Proliferating Cell Nuclear Antigen (PCNA), the liver mass, DM and λ (hence gray level pattern complexity) increased and Sum Entropy (hence the disorder of a vector from the gray level cooccurrence matrix) decreased. To date the exact biological implication of such correlations is not known, with lacunarity increase possibly due to hepatocyte degeneration (increased vacuolisation), though it surely deserves further investigation in order to use grayscale box counting with confidence in biomarker evaluation in course of environmental monitoring.

Grayscale box counting for texture analysis in liver of common carp (Cyprinus carpio) sub-chronically exposed to perfluorooctanoic acid (PFOA)

Manera, Maurizio;
2018-01-01

Abstract

Liver texture was comparatively assessed in 20 specimens of carp after experimental exposure to two PFOA dosages (10 exposed to 200 ng l-1, 10 exposed to 2 mg l-1) for 56 days and in 10 unexposed (Ctr) specimens. Grayscale differential box counting (mass fractal dimension, DM and lacunarity, λ [Lac]; FracLac plugin in ImageJ package; Fig. 1) was adopted on images previously assessed for texture by means of MaZda software. Linear Discriminant Analysis on grayscale box counting data failed to discriminate with confidence between treated and untreated fish (40% of cases correctly classified: sensitivity of 69.0%, specificity of 52.6%) with particular regard to low dosage group (only 10% of Ctr cases correctly classified). Nevertheless, referring to the cumulative Redundancy Analysis ordination space (Fig. 2), the more the liver PFOA content augmented, the more the number of cells positive to Proliferating Cell Nuclear Antigen (PCNA), the liver mass, DM and λ (hence gray level pattern complexity) increased and Sum Entropy (hence the disorder of a vector from the gray level cooccurrence matrix) decreased. To date the exact biological implication of such correlations is not known, with lacunarity increase possibly due to hepatocyte degeneration (increased vacuolisation), though it surely deserves further investigation in order to use grayscale box counting with confidence in biomarker evaluation in course of environmental monitoring.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11575/101516
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