A blood-based prognostic liver secretome signature and long-term hepatocellular carcinoma risk in advanced liver fibrosis

被引:50
作者
Fujiwara, Naoto [1 ,2 ]
Kobayashi, Masahiro [3 ]
Fobar, Austin J. [4 ]
Hoshida, Ayaka [1 ]
Marquez, Cesia A. [1 ]
Koneru, Bhuvaneswari [1 ]
Panda, Gayatri [1 ]
Taguri, Masataka [5 ]
Qian, Tongqi [1 ]
Raman, Indu [6 ]
Li, Quan-Zhen [6 ]
Hoshida, Hiroki [1 ]
Sezaki, Hitomi [3 ]
Kumada, Hiromitsu [3 ]
Tateishi, Ryosuke [2 ]
Yokoo, Takeshi [7 ]
Yopp, Adam C. [8 ]
Chung, Raymond T. [9 ]
Fuchs, Bryan C. [10 ,11 ]
Baumert, Thomas F. [12 ,13 ]
Marrero, Jorge A. [1 ]
Parikh, Neehar D. [4 ]
Zhu, Shijia [1 ]
Singal, Amit G. [1 ]
Hoshida, Yujin [1 ]
机构
[1] Univ Texas Southwestern Med Ctr Dallas, Div Digest & Liver Dis, Dept Internal Med, Dallas, TX 75390 USA
[2] Univ Tokyo, Grad Sch Med, Dept Gastroenterol, Tokyo 1138655, Japan
[3] Toranomon Gen Hosp, Dept Hepatol, Tokyo 1058470, Japan
[4] Univ Michigan, Div Gastroenterol & Hepatol, Ann Arbor, MI 48109 USA
[5] Yokohama City Univ, Dept Data Sci, Sch Data Sci, Yokohama, Kanagawa 2360027, Japan
[6] Univ Texas Southwestern Med Ctr Dallas, Microarray Core Facil, Dept Immunol, Bioctr, Dallas, TX 75390 USA
[7] Univ Texas Southwestern Med Ctr Dallas, Dept Radiol, Dallas, TX 75390 USA
[8] Univ Texas Southwestern Med Ctr Dallas, Div Surg Oncol, Dept Surg, Dallas, TX 75390 USA
[9] Harvard Med Sch, Gastrointestinal Unit, Massachusetts Gen Hosp, Boston, MA 02114 USA
[10] Harvard Med Sch, Div Surg Oncol, Massachusetts Gen Hosp, Boston, MA 02114 USA
[11] Ferring Pharmaceut, San Diego, CA 92121 USA
[12] Univ Strasbourg, INSERM, Inst Rech Malad Virales & Hepat, U1110, F-67200 Strasbourg, France
[13] Strasbourg Univ Hosp, Pole Hepatodigestif, IHU, F-67200 Strasbourg, France
来源
MED | 2021年 / 2卷 / 07期
基金
欧盟地平线“2020”;
关键词
GENE-EXPRESSION SIGNATURE; SERUM-LEVELS; TRANSCRIPTOME; DISEASE; CANCER; SURVEILLANCE; ASSOCIATION; PREDICTION; SURVIVAL; MODEL;
D O I
10.1016/j.medj.2021.03.017
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
Background: Accurate non-invasive prediction of long-term hepatocellular carcinoma (HCC) risk in advanced liver fibrosis is urgently needed for cost-effective HCC screening; however, this remains an unmet need. Methods: A serum protein-based prognostic liver secretome signature (PLSec) was bioinformatically derived from previously validated hepatic transcriptome signatures and optimized in 79 patients with advanced liver fibrosis. We independently validated PLSec for HCC risk in 331 cirrhosis patients with mixed etiologies (validation set 1 [V1]) and thereafter developed a score with clinical prognostic variables. The score was then validated in 2 independent cohorts: V2, 164 patients with advanced liver fibrosis due to hepatitis C virus (HCV) infection cured after direct-acting antiviral therapy, and V3, 146 patients with advanced liver fibrosis with successfully treated HCC and cured HCV infection. Findings: An 8-protein blood-based PLSec recapitulated transcriptome-based hepatic HCC risk status. In V1, PLSec was significantly associated with incident HCC risk (adjusted hazard ratio [aHR], 2.35; 95% confidence interval [CI], 1.30-4.23). A composite score with serum a-fetoprotein (PLSec-AFP) was defined in V1 and validated in V2 (adjusted odds ratio, 3.80 [95% CI, 1.66-8.66]) and V3 (aHR, 3.08 [95% CI, 1.78-5.31]; c-index, 0.74). PLSec-AFP outperformed AFP alone (Brier score, 0.165 versus 0.186 in V2 and 0.196 versus 0.206 in V3, respectively). Conclusions: The blood-based PLSec-AFP can accurately stratify patients with advanced liver fibrosis for long-term HCC risk and thereby guide risk-based tailored HCC screening.
引用
收藏
页码:836 / +
页数:26
相关论文
共 91 条
  • [81] Gene expression in nontumoral liver tissue and recurrence-free survival in hepatitis C virus-positive hepatocellular carcinoma
    Tsuchiya, Masato
    Parker, Joel S.
    Kono, Hiroshi
    Matsuda, Masanori
    Fujii, Hideki
    Rusyn, Ivan
    [J]. MOLECULAR CANCER, 2010, 9
  • [82] Tissue-based map of the human proteome
    Uhlen, Mathias
    Fagerberg, Linn
    Hallstroem, Bjoern M.
    Lindskog, Cecilia
    Oksvold, Per
    Mardinoglu, Adil
    Sivertsson, Asa
    Kampf, Caroline
    Sjoestedt, Evelina
    Asplund, Anna
    Olsson, IngMarie
    Edlund, Karolina
    Lundberg, Emma
    Navani, Sanjay
    Szigyarto, Cristina Al-Khalili
    Odeberg, Jacob
    Djureinovic, Dijana
    Takanen, Jenny Ottosson
    Hober, Sophia
    Alm, Tove
    Edqvist, Per-Henrik
    Berling, Holger
    Tegel, Hanna
    Mulder, Jan
    Rockberg, Johan
    Nilsson, Peter
    Schwenk, Jochen M.
    Hamsten, Marica
    von Feilitzen, Kalle
    Forsberg, Mattias
    Persson, Lukas
    Johansson, Fredric
    Zwahlen, Martin
    von Heijne, Gunnar
    Nielsen, Jens
    Ponten, Fredrik
    [J]. SCIENCE, 2015, 347 (6220)
  • [83] van Buuren S, 2011, J STAT SOFTW, V45, P1
  • [84] Creation of a Human Secretome: A Novel Composite Library of Human Secreted Proteins: Validation Using Ovarian Cancer Gene Expression Data and a Virtual Secretome Array
    Vathipadiekal, Vinod
    Wang, Victoria
    Wei, Wei
    Waldron, Levi
    Drapkin, Ronny
    Gillette, Michael
    Skates, Steven
    Birrer, Michael
    [J]. CLINICAL CANCER RESEARCH, 2015, 21 (21) : 4960 - 4969
  • [85] Version 4.0 of PaxDb: Protein abundance data, integrated across model organisms, tissues, and cell-lines
    Wang, Mingcong
    Herrmann, Christina J.
    Simonovic, Milan
    Szklarczyk, Damian
    von Mering, Christian
    [J]. PROTEOMICS, 2015, 15 (18) : 3163 - 3168
  • [86] Characterization of gene expression profiles in HBV-related liver fibrosis patients and identification of ITGBL1 as a key regulator of fibrogenesis
    Wang, Mingjie
    Gong, Qiming
    Zhang, Jiming
    Chen, Liang
    Zhang, Zhanqing
    Lu, Lungen
    Yu, Demin
    Han, Yue
    Zhang, Donghua
    Chen, Peizhan
    Zhang, Xiaonan
    Yuan, Zhenghong
    Huang, Jinyan
    Zhang, Xinxin
    [J]. SCIENTIFIC REPORTS, 2017, 7
  • [87] Identification and validation of a novel gene signature associated with the recurrence of human hepatocellular carcinoma
    Wang, Sulk Mei
    Ooi, London Lucien P. J.
    Hui, Kam M.
    [J]. CLINICAL CANCER RESEARCH, 2007, 13 (21) : 6275 - 6283
  • [88] Use of Hepatocellular Carcinoma Surveillance in Patients With Cirrhosis: A Systematic Review and Meta-Analysis
    Wolf, Erin
    Rich, Nicole E.
    Marrero, Jorge A.
    Parikh, Neehar D.
    Singal, Amit G.
    [J]. HEPATOLOGY, 2021, 73 (02) : 713 - 725
  • [89] High Prevalence of Nonalcoholic Fatty Liver Disease in Adolescents Undergoing Bariatric Surgery
    Xanthakos, Stavra A.
    Jenkins, Todd M.
    Kleiner, David E.
    Boyce, Tawny W.
    Mourya, Reena
    Karns, Rebekah
    Brandt, Mary L.
    Harmon, Carroll M.
    Helmrath, Michael A.
    Michalsky, Marc P.
    Courcoulas, Anita P.
    Zeller, Meg H.
    Inge, Thomas H.
    [J]. GASTROENTEROLOGY, 2015, 149 (03) : 623 - +
  • [90] Diagnostic accuracy of midkine on hepatocellular carcinoma: A meta-analysis
    Zhang, Bo-han
    Li, Bo
    Kong, Ling-xiang
    Yan, Lv-nan
    Yang, Jia-yin
    [J]. PLOS ONE, 2019, 14 (10):