Abstract
The clinical utility of serum alpha-fetoprotein (AFP) in patients with hepatocellular carcinoma (HCC) is widely recognised. However, a clear understanding of the mechanisms of AFP overexpression and the molecular traits of patients with AFP-high tumours are not known. We assessed transcriptome data, whole-exome sequencing data and DNA methylome profiling of 520 HCC patients from two independent cohorts to identify distinct molecular traits of patients with AFP-high tumours (serum concentration > 400 ng/ml), which represents an accepted prognostic cut-off and a predictor of response to ramucirumab. Those AFP-high tumours (18% of resected cases) were characterised by significantly lower AFP promoter methylation (p < 0.001), significant enrichment of progenitor-cell features (CK19, EPCAM), higher incidence of BAP1 oncogene mutations (8.5% vs 1.6%) and lower mutational rates of CTNNB1 (14% vs 30%). Specifically, AFP-high tumours displayed significant activation of VEGF signalling (p < 0.001), which might provide the rationale for the reported benefit of ramucirumab in this subgroup of patients.
Subject terms: Cancer genomics, Hepatocellular carcinoma
Background
The global disease burden of hepatocellular carcinoma (HCC) is increasing worldwide, with an estimated 50% of cases receiving systemic treatments for advanced stage.1,2 In the last 2 years, several compounds have shown clinical efficacy in the first- (lenvatinib) or second-line (regorafenib, cabozantinib) setting and joined the standard of care, sorafenib, ultimately leading to a median survival of 2 years with sequential therapies.1 Ramucirumab, a monoclonal antibody against VEGFR2, is the first drug to demonstrate efficacy in a biomarker-driven phase III trial in HCC, showing a survival benefit as second-line treatment in those patients with alpha-fetoprotein (AFP) serum levels higher than 400 ng/ml.3 Nevertheless, the rationale behind the use of AFP as a predictive biomarker is not fully understood.
AFP is a protein transcribed from the albuminoid genes located on chromosome 4, with a known multifunctionality (i.e., binding of hydrophobic ligands, regulation of proliferation and immunomodulation) provided by its multi-modular structure.4 AFP is considered an oncofoetal protein due to its presence during foetal development and its association with some tumour types, such as liver, testes and ovary.4 In HCC, AFP serum concentration may vary from normal (< 10 ng/ml) to extremely high (>100000 ng/ml).2,4 For this reason, AFP has been extensively explored as a biomarker. For surveillance and diagnostic purposes, AFP sensitivity and specificity depend on the established cut-off, with a global accuracy that is suboptimal for routine clinical practice.2 As a prognostic factor, it has been clearly demonstrated that patients with AFP > 400 ng/ml have poor outcomes.2
Considering the prognostic and predictive capabilities of AFP in HCC, our hypothesis is that the molecular profile of high AFP tumours differs from those with low AFP and might be associated with VEGF signalling. Herein, we describe the biological traits of HCC with high serum AFP levels through a comprehensive molecular analysis that may provide the rationale for the design of future biomarker-driven clinical trials.
Methods
For the purpose of the study, we analysed the molecular profiles of 520 HCC human samples with available baseline AFP serum concentrations, including an internal cohort of 244 surgically resected fresh frozen samples (HEPTROMIC data set),5 and an external publicly available cohort of 276 primary HCC from The Cancer Genome Atlas (TCGA data set)6 (Supplementary Fig. 1). Differential molecular patterns of HCC patients based on serum AFP levels were obtained from whole-genome expression, DNA methylome profiling and whole-exome sequencing as described in Supplementary Methods.
Results
AFP serum concentrations followed a logarithmic distribution in our internal HEPTROMIC cohort, with values ranging from 0 to 71770 ng/ml (Supplementary Fig. 2A). According to the well-established 400 ng/ml cut-off,2 only 12% (29/244) of patients with early HCC presented high serum levels of AFP, which was accompanied by aberrant overexpression of the gene in the tumour (FC = 40; p < 0.001) compared with the adjacent non-tumoral tissue (Supplementary Fig. 2B). In accordance with previous reports,2 high AFP serum concentration was found significantly associated with aggressive clinical–pathological features, poor differentiation (Supplementary Tables 1–2) and poor overall survival (Supplementary Fig. 2C).
Based on the oncofoetal nature of AFP, we next analysed its DNA methylation status. The AFP promoter is a low-density CpG region that was found hypermethylated in the non-tumour-adjacent tissues and in low AFP tumours, but hypomethylated in AFP-high tumours (p < 0.001) (Supplementary Fig. 2D). The inverse correlation observed between AFP promoter methylation and AFP expression (HEPTROMIC/TCGA: R = −0.56/−0.49; p < 0.001/< 0.001) suggests that this mechanism may play a key role in the aberrant overexpression of AFP in HCC. Indeed, TET1, an enzyme able to reverse the DNA methylation status,7 was one of the top genes whose expression was found significantly associated with hypomethylation of the AFP promoter (Supplementary Table 3). Whether this correlation means causation is to be determined.
In order to determine unique somatic derangements associated with AFP-high tumours, HCC samples were analysed by whole-exome sequencing (Fig. 1a; Supplementary Fig. 3A, Supplementary Table 4). AFP-high tumours had fewer non-silent CTNNB1 mutations (high = 14.1%, low = 29.9%; p = 0.009), a feature that has been associated with T-cell priming failure8 and resistance to immune checkpoint inhibitors.9 The lower rate of CTNNB1 mutations is in line with the observation that AFP-high tumours fall outside of the recently described Immune Exclusion class of HCC.8 Mutations statistically more prevalent in the AFP-high group included the driver gene BAP1 (high = 8.5%, low = 1.6%; p = 0.009), a member of the polycomb-group proteins, required for long-term silencing of genes that regulate the cell cycle and cellular differentiation.10
Aiming to explore the putative link between high AFP levels and targetable phenotypic traits, we evaluated the enrichment of signalling pathways and previously reported molecular classes of HCCs1 (Fig. 1a; Supplementary Fig. 3A). High AFP tumours were particularly associated with the proliferation and the S2 classes, with a consistent enrichment of gene signatures defining progenitor features and overexpression of the known epidriver IGF211 (Supplementary Table 5) when compared with AFP-low tumours. Moreover, the targetable signalling pathways IGF1R, NOTCH and mTOR were upregulated in AFP-high tumours. On the other hand, the RB1 loss-of-function signature (designed to predict the absence of benefit to CDK4/6 inhibitors) was also a key characteristic of AFP-high tumours. Finally, we identified VEGF pathway enrichment in AFP-high tumours (Fig. 1b; Supplementary Fig. 3B). While analysing the RNA expression of VEGF receptor ligands, we observed overexpression of VEGFB and PGF, but not VEGFA. As previously reported,12,13 VEGFB and PGF compete with VEGFA for the binding of VEGFR1.
Discussion
In this study, we confirm the aberrant tumour overexpression of AFP in those patients with serum concentrations above 400 ng/ml and propose DNA methylation of its promoter as the driving mechanism of such overexpression. AFP-high tumours show a distinct phenotype characterised by poor differentiation, enrichment of progenitor features and enhanced proliferation. All these aggressive characteristics are in line with its known prognostic capacity and explain why the percentage of AFP > 400 ng/ml tumours increases with disease progression (from 9% in BCLC-A to 42% in BCLC-C) (Supplementary Table 1). This is relevant since patients at advanced stages are the ones treated with systemic therapies. In this regard, the inclusion in this study of mostly early-stage HCCs treated with surgical resection may partially hamper to understand the complex biological properties of advanced HCC. Nevertheless, we propose the VEGF ligands/receptors interplay12,13 (unbalanced in AFP-high tumours due to VEGFB/PGF overexpression) as a rationale for the enhanced activation of the VEGF pathway and thus the efficacy of ramucirumab in AFP-high HCC3 (Fig. 1c). Other signalling pathways significantly deregulated in AFP-high tumours and worthy of further analysis include IGF2–IGFR, mTOR, NOTCH and BAP1.
In conclusion, the aberrant overexpression of targetable molecular signalling pathways in HCC patients with high AFP suggests that the measurement of its serum level might serve as a noninvasive predictive tool for biomarker-based clinical trials with targeted therapies.
Supplementary information
Acknowledgements
This study has been in part developed at the building Centre Esther Koplowitz from IDIBAPS/CERCA Programme/Generalitat de Catalunya.
Author contributions
Study concept and design: R.M., R.P., D.S. and J.M.L. Acquisition, analysis or interpretation of data: R.M., C.A.O., L.B., R.E.F., S.M., C.M., A.M., R.P., J.P., L.C., A.V. and D.S. Drafting of the paper: R.M., C.A.O., L.B., R.E.F., A.M., R.P. and D.S. Critical revision of the paper for important intellectual content: R.P., D.S., V.M., M.E. and J.M.L.
Competing interests
J.M.L. is receiving research support from Bayer HealthCare Pharmaceuticals, Eisai Inc, Bristol-Myers Squibb and Ipsen, and consulting fees from Bayer HealthCare Pharmaceuticals, Eli Lilly, Bristol-Myers Squibb, Eisai Inc, Celsion Corporation, Exelixis, Merck, Ipsen, Glycotest, Navigant, Leerink Swann LLC, Midatech Ltd, Fortress Biotech, Sprink Pharmaceuticals, Nucleix and Can-Fite Biopharma. Manel Esteller reports grants from Ferrer International SA and Quimatryx. Augusto Villanueva reports personal fees from Exelixis, Health Advances LLC, GroupH, Gerson Lehrman Group and Exact Sciences.
Ethics approval and consent to participate
The institutional review boards of the participating centres (IRCCS Istituto Nazionale Tumori [Milan] and Hospital Clínic [Barcelona]) approved the study. Patients provided written informed consent. The study was conducted in accordance with International Standards of Good Clinical Practice and the Declaration of Helsinki.
Funding
Robert Montal is supported by a FSEOM-Boehringer Ingelheim Grant. Carmen Andreu-Oller has received financial support through the “la Caixa” INPhINIT Fellowship Grant for Doctoral studies at Spanish Research Centres of Excellence, from “la Caixa” Banking Foundation (ID 100010434), fellowship code (LCF/BQ/IN17/11620024). Laia Bassaganyas was supported by Beatriu de Pinós grant from Agència de Gestió d’Ajuts Universitaris i de Recerca (AGAUR, Generalitat de Catalunya). Roger Esteban-Fabró is supported by MICINN/MINECO (BES-2017-081286). Carla Montironi is a recipient of Josep Font grant from Hospital Clinic de Barcelona. Roser Pinyol is funded by European Commission/Horizon 2020 Program (HEPCAR, Ref. 667273-2). Judit Peix is supported by Centro de Investigacion Biomedica en Red de Enfermedades Hepaticas y Digestivas (CIBERehd)—ISCIII. Augusto Villanueva is supported by U.S. Department of Defense (CA150272P3) and Tisch Cancer Institute (Cancer Center Grant P30-CA196521). Daniela Sia is supported by the Gilead Sciences Research Scholar Program in Liver Disease. Vincenzo Mazzaferro is supported by grants from Associazione Italiana per la Ricerca sul Cancro and the Oncology Research Project of the Italian Ministry of Health. Manel Esteller is supported by the Department of Health PERIS project SLT/002/16/00374 and AGAUR projects 2017SGR1080, 2014SGR633 and 2009SGR1315 of the Catalan Government (Generalitat de Catalunya); the Spanish Institute of Health Carlos III (ISCIII) with project DTS16/00153 and the Integrated Project of Excellence PIE13/00022 (ONCOPROFILE), and the Ministerio de Economía y Competitividad (MINECO) grant SAF2014-55000-R, co-financed by the European Development Regional Fund “A way to achieve Europe” (ERDF); CIBER 2016 CB16/12/00312 (CIBERONC); the Cellex Foundation; “la Caixa” Banking Foundation (LCF/PR/PR15/11100003). Josep M. Llovet is supported by National Cancer Institute (P30-CA196521), U.S. Department of Defense (CA150272P3), European Commission/Horizon 2020 Program (HEPCAR, Ref. 667273-2), EIT Health (CRISH2, Ref. 18053), Accelerator Award (CRUCK, AECC and AIRC) (HUNTER, Ref. C9380/A26813), Samuel Waxman Cancer Research Foundation, Centro de Investigacion Biomedica en Red de Enfermedades Hepaticas y Digestivas (CIBERehd)—ISCIII, Spanish National Health Institute (SAF2016-76390) and the Generalitat de Catalunya/AGAUR (SGR-1358).
Data availability
Data from the internal HEPTROMIC cohort are stored in the Gene Expression Omnibus (GEO) repository: whole-genome expression (GSE63898) and DNA methylation (GSE56588). Whole-exome sequencing was deposited in the EGA database (accessions EGAS00001000217, EGAS00001000679 and EGAS00001001002) and the ICGC data portal. Data from the external publicly available TCGA cohort were downloaded from www.cbioportal.org.
Footnotes
Publisher’s note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
Supplementary information is available for this paper at 10.1038/s41416-019-0513-7.
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Associated Data
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Supplementary Materials
Data Availability Statement
Data from the internal HEPTROMIC cohort are stored in the Gene Expression Omnibus (GEO) repository: whole-genome expression (GSE63898) and DNA methylation (GSE56588). Whole-exome sequencing was deposited in the EGA database (accessions EGAS00001000217, EGAS00001000679 and EGAS00001001002) and the ICGC data portal. Data from the external publicly available TCGA cohort were downloaded from www.cbioportal.org.