Onco-proteogenomics identifies urinary S100A9 and GRN as potential
combinatorial biomarkers for early diagnosis of hepatocellular carcinoma
Chun-Hao Huang
a,b,1
, Chao-Jen Kuo
a,1
, Shih-Shin Liang
c
, Shu-Wen Chi
a
, Edward Hsi
d
, Chi-Chao Chen
e
,
King-Teh Lee
f,
⁎, Shyh-Horng Chiou
a,b,g,
⁎⁎
a
Quantitative Proteomics Center and Graduate Institute of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan
b
Institute of Biological Chemistry, Academia Sinica, Taipei 115, Taiwan
c
Department of Biotechnology, College of Life Science, Kaohsiung Medical University, Kaohsiung 807, Taiwan
d
Department of Genome Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung 807, Taiwan
e
Physiology Biophysics and Systems Biology Program, Weill Graduate School of Medical Sciences, Cornell University, NY 10065, USA
f
Division of Hepatobiliary Surgery, Department of Surgery, Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung 807, Taiwan
g
Center for Infectious Disease and Cancer Research, Kaohsiung Medical University, Kaohsiung 807, Taiwan
abstract article info
Article history:
Received 2 January 2015
Received in revised form 23 February 2015
Accepted 24 February 2015
Available online 3 March 2015
Keywords:
Hepatocellular carcinoma
Proteogenomics
Quantitative proteomics
Urinary biomarkers
Protein S100-A9
Granulin
Hepatocellular carcinoma (HCC), the major type of liver cancer, is among the most lethal cancers owing to its
aggressive nature and frequently late detection. Therefore, the possibility to identify early diagnostic markers
could be of significant benefit. Urine has especially become one of the most attractive body fluids in biomarker
discovery as it can be obtained non-invasively in large quantities and is stable as compared with other body
fluids. To identify potential protein biomarker for early diagnosis of HCC, we explored protein expression profiles
in urine from HCC patients and normal controls (n = 44) by shotgun proteomics using nano-liquid chromatog-
raphy coupled tandem mass spectrometry (nanoLC–MS/MS) and stable isotope dimethyl labeling. We have
systematically mapped 91 proteins with differential expressions (p b 0.05), which included 8 down-regulated
microtubule proteins and 83 up-regulated proteins involved in signal and inflammation response. Further
integrated proteogenomic approach composed of proteomic, genomic and transcriptomic analysis identified
that S100A9 and GRN were co-amplified (p b 0.001) and co-expressed (p b 0.01) in HCC tumors and urine
samples. In addition, the amplifications of S100A9 or GRN were found to be associated with poor survival in
HCC patients, and their co-amplification was also prognosed worse overall survival than individual ones. Our
results suggest that urinary S100A9 and GRN as potential combinatorial biomarkers can be applied to early
diagnosis of hepatocellular carcinoma and highlight the utility of onco-proteogenomics for identifying protein
markers that can be applied to disease-oriented translational medicine.
© 2015 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY-NC-ND license
(http://creativecommons.org/licenses/by-nc-nd/4.0/).
1. Introduction
Hepatocellular carcinoma (HCC), the most common type of liver
cancer, is the third leading cause of cancer related mortality worldwide
[1]. A major etiological factor for HCC is cirrhosis, frequently caused by
chronic infection with hepatitis B or C virus (HBV, HCV), nonalcoholic
fatty liver disease, and alcohol abuse [2]. Many patients detected with
HCC were initially found to have chronic liver disease and cirrhosis,
leading to an increase in the replacement of normal tissue with fibrous
tissue leading to the development of HCC [3]. HCC encompasses
different pathological manifestations and etiology coupled with
multiple genomic aberrations leading to high heterogeneity and intrac-
table treatment. Although the introduction of the multikinase inhibitor
sorafenib represents the biggest therapeutic advancement in the past
decade, extending life expectancy from 8 to 11 months [4], its limited
therapeutic efficacy emphasizes an urgent need for improved targeted
therapies, such as CDK9 [5] or MET [6] inhibition. Moreover, these
hurdles in developing therapies against HCC highlight the importance
of the early detection and biomarker development for non-invasive
diagnosis and prognosis.
An abdominal ultrasonography and measurement of serum alpha-
fetoprotein (AFP) are two of major tools to detect HCC at an early
stage [7]. However, the need of an operator's expertise generally
BBA Clinical 3 (2015) 205–213
Abbreviations: HCC, hepatocellular carcinoma; S100A9, protein S100-A9; GRN,
granulins; nanoLC–MS/MS, nano-liquid chromatography coupled tandem mass spectrome-
try; D/H, deuterium/hydrogen labeling; HILIC, hydrophilic interaction chromatography
⁎ Corresponding author. Tel.: +886 7 3121101x7651; fax: +886 7 3216992.
⁎⁎ Correspondence to: S.-H. Chiou, Quantitative Proteomics Center and Graduate
Institute of Medicine, Kaohsiung Medical University, Kaohsiung 80708, Taiwan.
Tel.: +886 7 3220377; fax: +886 7 3133434.
E-mail addresses: ktlee@kmu.edu.tw (K.-T. Lee), shchiou@kmu.edu.tw (S.-H. Chiou).
1
Chun-Hao Huang and Chao-Jen Kuo contributed equally to this paper.
http://dx.doi.org/10.1016/j.bbacli.2015.02.004
2214-6474/© 2015 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
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