A Global Risk Score (GRS) to Simultaneously Predict Early and Late Tumor Recurrence Risk after Resection of Hepatocellular Carcinoma

OBJECTIVES: Recurrence of hepatocellular carcinoma can arise from the primary tumor (“early recurrence”) or de novo from tumor formation in a cirrhotic environment (“late recurrence”). We aimed to develop one simple gene expression score applicable in both the tumor and the surrounding liver that ca...

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Main Authors: Jeroen Dekervel, Dusan Popovic, Hannah van Malenstein, Petra Windmolders, Line Heylen, Louis Libbrecht, Ashenafi Bulle, Bart De Moor, Eric Van Cutsem, Frederik Nevens, Chris Verslype, Jos van Pelt
Format: Article
Language:English
Published: Elsevier 2016-04-01
Series:Translational Oncology
Online Access:http://www.sciencedirect.com/science/article/pii/S1936523315300577
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spelling doaj-ee27325fc2184131a1e39b62f1cafe742020-11-24T22:56:48ZengElsevierTranslational Oncology1936-52331944-71242016-04-019213914610.1016/j.tranon.2016.02.003A Global Risk Score (GRS) to Simultaneously Predict Early and Late Tumor Recurrence Risk after Resection of Hepatocellular CarcinomaJeroen Dekervel0Dusan Popovic1Hannah van Malenstein2Petra Windmolders3Line Heylen4Louis Libbrecht5Ashenafi Bulle6Bart De Moor7Eric Van Cutsem8Frederik Nevens9Chris Verslype10Jos van Pelt11Laboratory of Hepatology, Department of Clinical and Experimental Medicine, University Hospitals Leuven & KU Leuven, Herestraat 49, 3000, Leuven, BelgiumDepartment of Electrical Engineering (ESAT), STADIUS Center for Dynamical Systems, Signal Processing and Data Analytics/iMinds Medical IT, KU Leuven, Kasteelpark Arenberg 10, 3000, Leuven, BelgiumLaboratory of Hepatology, Department of Clinical and Experimental Medicine, University Hospitals Leuven & KU Leuven, Herestraat 49, 3000, Leuven, BelgiumLaboratory of Hepatology, Department of Clinical and Experimental Medicine, University Hospitals Leuven & KU Leuven, Herestraat 49, 3000, Leuven, BelgiumDepartment of Nephrology and Renal Transplantation, University Hospitals Leuven & Department of Microbiology and Immunology, KU Leuven, Herestraat 49, 3000, Leuven, BelgiumLaboratory of Hepatology, Department of Clinical and Experimental Medicine, University Hospitals Leuven & KU Leuven, Herestraat 49, 3000, Leuven, BelgiumLaboratory of Hepatology, Department of Clinical and Experimental Medicine, University Hospitals Leuven & KU Leuven, Herestraat 49, 3000, Leuven, BelgiumDepartment of Electrical Engineering (ESAT), STADIUS Center for Dynamical Systems, Signal Processing and Data Analytics/iMinds Medical IT, KU Leuven, Kasteelpark Arenberg 10, 3000, Leuven, BelgiumDepartment of Clinical Digestive Oncology, University Hospitals Leuven, Herestraat 49, 3000, Leuven, BelgiumLaboratory of Hepatology, Department of Clinical and Experimental Medicine, University Hospitals Leuven & KU Leuven, Herestraat 49, 3000, Leuven, BelgiumLaboratory of Hepatology, Department of Clinical and Experimental Medicine, University Hospitals Leuven & KU Leuven, Herestraat 49, 3000, Leuven, BelgiumLaboratory of Hepatology, Department of Clinical and Experimental Medicine, University Hospitals Leuven & KU Leuven, Herestraat 49, 3000, Leuven, BelgiumOBJECTIVES: Recurrence of hepatocellular carcinoma can arise from the primary tumor (“early recurrence”) or de novo from tumor formation in a cirrhotic environment (“late recurrence”). We aimed to develop one simple gene expression score applicable in both the tumor and the surrounding liver that can predict the recurrence risk. METHODS: We determined differentially expressed genes in a cell model of cancer aggressiveness. These genes were first validated in three large published data sets of hepatocellular carcinoma from which we developed a seven-gene risk score. RESULTS: The gene score was applied on two independent large patient cohorts. In the first cohort, with only tumor data available, it could predict the recurrence risk at 3 years after resection (68 ± 10% vs 35 ± 7%, P = .03). In the second cohort, when applied on the tumor, this gene score predicted early recurrence (62 ± 5% vs 37 ± 4%, P < .001), and when applied on the surrounding liver tissue, the same genes also correlated with late recurrence. Four patient classes with each different time patterns and rates of recurrence could be identified based on combining tumor and liver scores. In a multivariate Cox regression analysis, our gene score remained significantly associated with recurrence, independent from other important cofactors such as disease stage (P = .007). CONCLUSIONS: We developed a Global Risk Score that is able to simultaneously predict the risk of early recurrence when applied on the tumor itself, as well as the risk of late recurrence when applied on the surrounding liver tissue.http://www.sciencedirect.com/science/article/pii/S1936523315300577
collection DOAJ
language English
format Article
sources DOAJ
author Jeroen Dekervel
Dusan Popovic
Hannah van Malenstein
Petra Windmolders
Line Heylen
Louis Libbrecht
Ashenafi Bulle
Bart De Moor
Eric Van Cutsem
Frederik Nevens
Chris Verslype
Jos van Pelt
spellingShingle Jeroen Dekervel
Dusan Popovic
Hannah van Malenstein
Petra Windmolders
Line Heylen
Louis Libbrecht
Ashenafi Bulle
Bart De Moor
Eric Van Cutsem
Frederik Nevens
Chris Verslype
Jos van Pelt
A Global Risk Score (GRS) to Simultaneously Predict Early and Late Tumor Recurrence Risk after Resection of Hepatocellular Carcinoma
Translational Oncology
author_facet Jeroen Dekervel
Dusan Popovic
Hannah van Malenstein
Petra Windmolders
Line Heylen
Louis Libbrecht
Ashenafi Bulle
Bart De Moor
Eric Van Cutsem
Frederik Nevens
Chris Verslype
Jos van Pelt
author_sort Jeroen Dekervel
title A Global Risk Score (GRS) to Simultaneously Predict Early and Late Tumor Recurrence Risk after Resection of Hepatocellular Carcinoma
title_short A Global Risk Score (GRS) to Simultaneously Predict Early and Late Tumor Recurrence Risk after Resection of Hepatocellular Carcinoma
title_full A Global Risk Score (GRS) to Simultaneously Predict Early and Late Tumor Recurrence Risk after Resection of Hepatocellular Carcinoma
title_fullStr A Global Risk Score (GRS) to Simultaneously Predict Early and Late Tumor Recurrence Risk after Resection of Hepatocellular Carcinoma
title_full_unstemmed A Global Risk Score (GRS) to Simultaneously Predict Early and Late Tumor Recurrence Risk after Resection of Hepatocellular Carcinoma
title_sort global risk score (grs) to simultaneously predict early and late tumor recurrence risk after resection of hepatocellular carcinoma
publisher Elsevier
series Translational Oncology
issn 1936-5233
1944-7124
publishDate 2016-04-01
description OBJECTIVES: Recurrence of hepatocellular carcinoma can arise from the primary tumor (“early recurrence”) or de novo from tumor formation in a cirrhotic environment (“late recurrence”). We aimed to develop one simple gene expression score applicable in both the tumor and the surrounding liver that can predict the recurrence risk. METHODS: We determined differentially expressed genes in a cell model of cancer aggressiveness. These genes were first validated in three large published data sets of hepatocellular carcinoma from which we developed a seven-gene risk score. RESULTS: The gene score was applied on two independent large patient cohorts. In the first cohort, with only tumor data available, it could predict the recurrence risk at 3 years after resection (68 ± 10% vs 35 ± 7%, P = .03). In the second cohort, when applied on the tumor, this gene score predicted early recurrence (62 ± 5% vs 37 ± 4%, P < .001), and when applied on the surrounding liver tissue, the same genes also correlated with late recurrence. Four patient classes with each different time patterns and rates of recurrence could be identified based on combining tumor and liver scores. In a multivariate Cox regression analysis, our gene score remained significantly associated with recurrence, independent from other important cofactors such as disease stage (P = .007). CONCLUSIONS: We developed a Global Risk Score that is able to simultaneously predict the risk of early recurrence when applied on the tumor itself, as well as the risk of late recurrence when applied on the surrounding liver tissue.
url http://www.sciencedirect.com/science/article/pii/S1936523315300577
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