Automated morphometry provides accurate and reproducible virtual staging of liver fibrosis in chronic hepatitis C


Autoria(s): Calès, Paul; Chaigneau, Julien; Hunault, Gilles; Michalak, Sophie; Cavaro-Ménard, Christine; Fasquel, Jean-Baptiste; Bertrais, Sandrine; Rousselet, Marie-Christine
Contribuinte(s)

Laboratoire HIFIH ; Université d'Angers (UA)

Laboratoire Angevin de Recherche en Ingénierie des Systèmes (LARIS) ; Université d'Angers (UA)

Data(s)

2015

Resumo

International audience

<p>Background:</p><p>Liver fibrosis staging provides prognostic value, although hampered by observer variability. We used digital analysis to develop diagnostic morphometric scores for significant fibrosis, cirrhosis and fibrosis staging in chronic hepatitis C.</p><p>Materials and Methods:</p><p>We automated the measurement of 44 classical and new morphometric descriptors. The reference was histological METAVIR fibrosis (F) staging (F0 to F4) on liver biopsies. The derivation population included 416 patients and liver biopsies ≥20 mm-length. Two validation population included 438 patients.</p><p>Results:</p><p>In the derivation population, the area under the receiver operating characteristic (AUROC) for clinically significant fibrosis (F stage ≥2) of a logistic score combining 5 new descriptors (stellar fibrosis area, edge linearity, bridge thickness, bridge number, nodularity) was 0.957. The AUROC for cirrhosis of 6 new descriptors (edge linearity, nodularity, portal stellar fibrosis area, portal distance, granularity, fragmentation) was 0.994. Predicted METAVIR F staging combining 8 morphometric descriptors agreed well with METAVIR F staging by pathologists: k = 0.868. Morphometric score of clinically significant fibrosis had a higher correlation with porto-septal fibrosis area (rs = 0.835) than METAVIR F staging (rs = 0.756, P < 0.001) and the same correlations with fibrosis biomarkers, e.g., serum hyaluronate: rs = 0.484 versus rs = 0.476 for METAVIR F (P = 0.862). In the validation population, the AUROCs of clinically significant fibrosis and cirrhosis scores were, respectively: 0.893 and 0.993 in 153 patients (biopsy < 20 mm); 0.955 and 0.994 in 285 patients (biopsy ≥ 20 mm). The three morphometric diagnoses agreed with consensus expert reference as well as or better than diagnoses by first-line pathologists in 285 patients, respectively: significant fibrosis: 0.733 versus 0.733 (k), cirrhosis: 0.900 versus 0.827, METAVIR F: 0.881 versus 0.865.</p><p>Conclusion:</p><p>The new automated morphometric scores provide reproducible and accurate diagnoses of fibrosis stages via "virtual expert pathologist."</p>

Identificador

hal-01392076

https://hal.archives-ouvertes.fr/hal-01392076

DOI : 10.4103/2153-3539.157782

OKINA : ua12709

Idioma(s)

en

Publicador

HAL CCSD

Relação

info:eu-repo/semantics/altIdentifier/doi/10.4103/2153-3539.157782

Fonte

ISSN: 2153-3539

Journal of Pathology Informatics

https://hal.archives-ouvertes.fr/hal-01392076

Journal of Pathology Informatics, 2015, 6 (1), pp.20. <10.4103/2153-3539.157782>

Palavras-Chave #cirrhosis #digital histopathology #image analysis #liver biopsy #Metavir staging #[SPI] Engineering Sciences [physics]
Tipo

info:eu-repo/semantics/article

Journal articles