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A qualitative signature for early diagnosis of hepatocellular carcinoma based on relative expression orderings

BACKGROUND & AIMS: Currently, using biopsy specimens to confirm suspicious liver lesions of early hepatocellular carcinoma are not entirely reliable because of insufficient sampling amount and inaccurate sampling location. It is necessary to develop a signature to aid early hepatocellular carcin...

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Autores principales: Ao, Lu, Zhang, Zimei, Guan, Qingzhou, Guo, Yating, Guo, You, Zhang, Jiahui, Lv, Xingwei, Huang, Haiyan, Zhang, Huarong, Wang, Xianlong, Guo, Zheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6175149/
https://www.ncbi.nlm.nih.gov/pubmed/29682909
http://dx.doi.org/10.1111/liv.13864
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author Ao, Lu
Zhang, Zimei
Guan, Qingzhou
Guo, Yating
Guo, You
Zhang, Jiahui
Lv, Xingwei
Huang, Haiyan
Zhang, Huarong
Wang, Xianlong
Guo, Zheng
author_facet Ao, Lu
Zhang, Zimei
Guan, Qingzhou
Guo, Yating
Guo, You
Zhang, Jiahui
Lv, Xingwei
Huang, Haiyan
Zhang, Huarong
Wang, Xianlong
Guo, Zheng
author_sort Ao, Lu
collection PubMed
description BACKGROUND & AIMS: Currently, using biopsy specimens to confirm suspicious liver lesions of early hepatocellular carcinoma are not entirely reliable because of insufficient sampling amount and inaccurate sampling location. It is necessary to develop a signature to aid early hepatocellular carcinoma diagnosis using biopsy specimens even when the sampling location is inaccurate. METHODS: Based on the within‐sample relative expression orderings of gene pairs, we identified a simple qualitative signature to distinguish both hepatocellular carcinoma and adjacent non‐tumour tissues from cirrhosis tissues of non‐hepatocellular carcinoma patients. RESULTS: A signature consisting of 19 gene pairs was identified in the training data sets and validated in 2 large collections of samples from biopsy and surgical resection specimens. For biopsy specimens, 95.7% of 141 hepatocellular carcinoma tissues and all (100%) of 108 cirrhosis tissues of non‐hepatocellular carcinoma patients were correctly classified. Especially, all (100%) of 60 hepatocellular carcinoma adjacent normal tissues and 77.5% of 80 hepatocellular carcinoma adjacent cirrhosis tissues were classified to hepatocellular carcinoma. For surgical resection specimens, 99.7% of 733 hepatocellular carcinoma specimens were correctly classified to hepatocellular carcinoma, while 96.1% of 254 hepatocellular carcinoma adjacent cirrhosis tissues and 95.9% of 538 hepatocellular carcinoma adjacent normal tissues were classified to hepatocellular carcinoma. In contrast, 17.0% of 47 cirrhosis from non‐hepatocellular carcinoma patients waiting for liver transplantation were classified to hepatocellular carcinoma, indicating that some patients with long‐lasting cirrhosis could have already gained hepatocellular carcinoma characteristics. CONCLUSIONS: The signature can distinguish both hepatocellular carcinoma tissues and tumour‐adjacent tissues from cirrhosis tissues of non‐hepatocellular carcinoma patients even using inaccurately sampled biopsy specimens, which can aid early diagnosis of hepatocellular carcinoma.
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spelling pubmed-61751492018-10-15 A qualitative signature for early diagnosis of hepatocellular carcinoma based on relative expression orderings Ao, Lu Zhang, Zimei Guan, Qingzhou Guo, Yating Guo, You Zhang, Jiahui Lv, Xingwei Huang, Haiyan Zhang, Huarong Wang, Xianlong Guo, Zheng Liver Int Cancer BACKGROUND & AIMS: Currently, using biopsy specimens to confirm suspicious liver lesions of early hepatocellular carcinoma are not entirely reliable because of insufficient sampling amount and inaccurate sampling location. It is necessary to develop a signature to aid early hepatocellular carcinoma diagnosis using biopsy specimens even when the sampling location is inaccurate. METHODS: Based on the within‐sample relative expression orderings of gene pairs, we identified a simple qualitative signature to distinguish both hepatocellular carcinoma and adjacent non‐tumour tissues from cirrhosis tissues of non‐hepatocellular carcinoma patients. RESULTS: A signature consisting of 19 gene pairs was identified in the training data sets and validated in 2 large collections of samples from biopsy and surgical resection specimens. For biopsy specimens, 95.7% of 141 hepatocellular carcinoma tissues and all (100%) of 108 cirrhosis tissues of non‐hepatocellular carcinoma patients were correctly classified. Especially, all (100%) of 60 hepatocellular carcinoma adjacent normal tissues and 77.5% of 80 hepatocellular carcinoma adjacent cirrhosis tissues were classified to hepatocellular carcinoma. For surgical resection specimens, 99.7% of 733 hepatocellular carcinoma specimens were correctly classified to hepatocellular carcinoma, while 96.1% of 254 hepatocellular carcinoma adjacent cirrhosis tissues and 95.9% of 538 hepatocellular carcinoma adjacent normal tissues were classified to hepatocellular carcinoma. In contrast, 17.0% of 47 cirrhosis from non‐hepatocellular carcinoma patients waiting for liver transplantation were classified to hepatocellular carcinoma, indicating that some patients with long‐lasting cirrhosis could have already gained hepatocellular carcinoma characteristics. CONCLUSIONS: The signature can distinguish both hepatocellular carcinoma tissues and tumour‐adjacent tissues from cirrhosis tissues of non‐hepatocellular carcinoma patients even using inaccurately sampled biopsy specimens, which can aid early diagnosis of hepatocellular carcinoma. John Wiley and Sons Inc. 2018-05-12 2018-10 /pmc/articles/PMC6175149/ /pubmed/29682909 http://dx.doi.org/10.1111/liv.13864 Text en © 2018 The Authors. Liver International Published by John Wiley & Sons Ltd This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Cancer
Ao, Lu
Zhang, Zimei
Guan, Qingzhou
Guo, Yating
Guo, You
Zhang, Jiahui
Lv, Xingwei
Huang, Haiyan
Zhang, Huarong
Wang, Xianlong
Guo, Zheng
A qualitative signature for early diagnosis of hepatocellular carcinoma based on relative expression orderings
title A qualitative signature for early diagnosis of hepatocellular carcinoma based on relative expression orderings
title_full A qualitative signature for early diagnosis of hepatocellular carcinoma based on relative expression orderings
title_fullStr A qualitative signature for early diagnosis of hepatocellular carcinoma based on relative expression orderings
title_full_unstemmed A qualitative signature for early diagnosis of hepatocellular carcinoma based on relative expression orderings
title_short A qualitative signature for early diagnosis of hepatocellular carcinoma based on relative expression orderings
title_sort qualitative signature for early diagnosis of hepatocellular carcinoma based on relative expression orderings
topic Cancer
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6175149/
https://www.ncbi.nlm.nih.gov/pubmed/29682909
http://dx.doi.org/10.1111/liv.13864
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