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Genomic Profiling of Combined Hepatocellular Cholangiocarcinoma Reveals Genomics Similar to Either Hepatocellular Carcinoma or Cholangiocarcinoma
PURPOSE: Combined hepatocellular cholangiocarcinoma (cHCC-CCA) is a rare, aggressive primary liver carcinoma, with morphologic features of both hepatocellular carcinomas (HCC) and liver cholangiocarcinomas (CCA). METHODS: The genomic profiles of 4,975 CCA, 1,470 HCC, and 73 cHCC-CCA cases arising fr...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Wolters Kluwer Health
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8384404/ https://www.ncbi.nlm.nih.gov/pubmed/34476330 http://dx.doi.org/10.1200/PO.20.00397 |
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author | Murugesan, Karthikeyan Sharaf, Radwa Montesion, Meagan Moore, Jay A. Pao, James Pavlick, Dean C. Frampton, Garrett M. Upadhyay, Vivek A. Alexander, Brian M. Miller, Vincent A. Javle, Milind M. Bekaii Saab, Tanios S. Albacker, Lee A. Ross, Jeffrey S. Ali, Siraj M. |
author_facet | Murugesan, Karthikeyan Sharaf, Radwa Montesion, Meagan Moore, Jay A. Pao, James Pavlick, Dean C. Frampton, Garrett M. Upadhyay, Vivek A. Alexander, Brian M. Miller, Vincent A. Javle, Milind M. Bekaii Saab, Tanios S. Albacker, Lee A. Ross, Jeffrey S. Ali, Siraj M. |
author_sort | Murugesan, Karthikeyan |
collection | PubMed |
description | PURPOSE: Combined hepatocellular cholangiocarcinoma (cHCC-CCA) is a rare, aggressive primary liver carcinoma, with morphologic features of both hepatocellular carcinomas (HCC) and liver cholangiocarcinomas (CCA). METHODS: The genomic profiles of 4,975 CCA, 1,470 HCC, and 73 cHCC-CCA cases arising from comprehensive genomic profiling in the course of clinical care were reviewed for genomic alterations (GA), tumor mutational burden, microsatellite instability status, genomic loss of heterozygosity, chromosomal aneuploidy, genomic ancestry, and hepatitis B virus status. RESULTS: In cHCC-CCA, GA were most common in TP53 (65.8%), TERT (49.3%), and PTEN (9.6%), and 24.6% cHCC-CCA harbored potentially targetable GA. Other GA were predominantly associated with either HCC or CCA, including, but not limited to, TERT, FGFR2, IDH1, and presence of hepatitis B virus. On the basis of these features, a machine learning (ML) model was trained to classify a cHCC-CCA case as CCA-like or HCC-like. Of cHCC-CCA cases, 16% (12/73) were ML-classified as CCA-like and 58% (42/73) cHCC-CCA were ML-classified as HCC-like. The ML model classified more than 70% of cHCC-CCA as CCA-like or HCC-like on the basis of genomic profiles, without additional clinico-pathologic input. CONCLUSION: These findings demonstrate the use of ML for classification as based on a targeted exome panel used during routine clinical care. Classification of cHCC-CCA by genomic features alone creates insights into the biology of the disease and warrants further investigation for relevance to clinical care. |
format | Online Article Text |
id | pubmed-8384404 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Wolters Kluwer Health |
record_format | MEDLINE/PubMed |
spelling | pubmed-83844042021-09-01 Genomic Profiling of Combined Hepatocellular Cholangiocarcinoma Reveals Genomics Similar to Either Hepatocellular Carcinoma or Cholangiocarcinoma Murugesan, Karthikeyan Sharaf, Radwa Montesion, Meagan Moore, Jay A. Pao, James Pavlick, Dean C. Frampton, Garrett M. Upadhyay, Vivek A. Alexander, Brian M. Miller, Vincent A. Javle, Milind M. Bekaii Saab, Tanios S. Albacker, Lee A. Ross, Jeffrey S. Ali, Siraj M. JCO Precis Oncol Original Reports PURPOSE: Combined hepatocellular cholangiocarcinoma (cHCC-CCA) is a rare, aggressive primary liver carcinoma, with morphologic features of both hepatocellular carcinomas (HCC) and liver cholangiocarcinomas (CCA). METHODS: The genomic profiles of 4,975 CCA, 1,470 HCC, and 73 cHCC-CCA cases arising from comprehensive genomic profiling in the course of clinical care were reviewed for genomic alterations (GA), tumor mutational burden, microsatellite instability status, genomic loss of heterozygosity, chromosomal aneuploidy, genomic ancestry, and hepatitis B virus status. RESULTS: In cHCC-CCA, GA were most common in TP53 (65.8%), TERT (49.3%), and PTEN (9.6%), and 24.6% cHCC-CCA harbored potentially targetable GA. Other GA were predominantly associated with either HCC or CCA, including, but not limited to, TERT, FGFR2, IDH1, and presence of hepatitis B virus. On the basis of these features, a machine learning (ML) model was trained to classify a cHCC-CCA case as CCA-like or HCC-like. Of cHCC-CCA cases, 16% (12/73) were ML-classified as CCA-like and 58% (42/73) cHCC-CCA were ML-classified as HCC-like. The ML model classified more than 70% of cHCC-CCA as CCA-like or HCC-like on the basis of genomic profiles, without additional clinico-pathologic input. CONCLUSION: These findings demonstrate the use of ML for classification as based on a targeted exome panel used during routine clinical care. Classification of cHCC-CCA by genomic features alone creates insights into the biology of the disease and warrants further investigation for relevance to clinical care. Wolters Kluwer Health 2021-08-19 /pmc/articles/PMC8384404/ /pubmed/34476330 http://dx.doi.org/10.1200/PO.20.00397 Text en © 2021 by American Society of Clinical Oncology https://creativecommons.org/licenses/by-nc-nd/4.0/Creative Commons Attribution Non-Commercial No Derivatives 4.0 License: http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) |
spellingShingle | Original Reports Murugesan, Karthikeyan Sharaf, Radwa Montesion, Meagan Moore, Jay A. Pao, James Pavlick, Dean C. Frampton, Garrett M. Upadhyay, Vivek A. Alexander, Brian M. Miller, Vincent A. Javle, Milind M. Bekaii Saab, Tanios S. Albacker, Lee A. Ross, Jeffrey S. Ali, Siraj M. Genomic Profiling of Combined Hepatocellular Cholangiocarcinoma Reveals Genomics Similar to Either Hepatocellular Carcinoma or Cholangiocarcinoma |
title | Genomic Profiling of Combined Hepatocellular Cholangiocarcinoma Reveals Genomics Similar to Either Hepatocellular Carcinoma or Cholangiocarcinoma |
title_full | Genomic Profiling of Combined Hepatocellular Cholangiocarcinoma Reveals Genomics Similar to Either Hepatocellular Carcinoma or Cholangiocarcinoma |
title_fullStr | Genomic Profiling of Combined Hepatocellular Cholangiocarcinoma Reveals Genomics Similar to Either Hepatocellular Carcinoma or Cholangiocarcinoma |
title_full_unstemmed | Genomic Profiling of Combined Hepatocellular Cholangiocarcinoma Reveals Genomics Similar to Either Hepatocellular Carcinoma or Cholangiocarcinoma |
title_short | Genomic Profiling of Combined Hepatocellular Cholangiocarcinoma Reveals Genomics Similar to Either Hepatocellular Carcinoma or Cholangiocarcinoma |
title_sort | genomic profiling of combined hepatocellular cholangiocarcinoma reveals genomics similar to either hepatocellular carcinoma or cholangiocarcinoma |
topic | Original Reports |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8384404/ https://www.ncbi.nlm.nih.gov/pubmed/34476330 http://dx.doi.org/10.1200/PO.20.00397 |
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