The Spatial Extracellular Proteomic Tumor Microenvironment Distinguishes Molecular Subtypes of Hepatocellular Carcinoma

被引:0
|
作者
Macdonald, Jade K. [1 ]
Taylor, Harrison B. [1 ]
Wang, Mengjun [1 ]
Delacourt, Andrew [1 ]
Edge, Christin [1 ]
Lewin, David N. [1 ]
Kubota, Naoto [2 ]
Fujiwara, Naoto [2 ]
Rasha, Fahmida [2 ]
Marquez, Cesia A. [2 ]
Ono, Atsushi [3 ]
Oka, Shiro [3 ]
Chayama, Kazuaki [4 ,5 ,6 ]
Lewis, Sara [7 ]
Taouli, Bachir [7 ]
Schwartz, Myron [7 ,8 ]
Fiel, M. Isabel [7 ,9 ]
Drake, Richard R. [1 ]
Hoshida, Yujin [2 ]
Mehta, Anand S. [1 ]
Angel, Peggi M. [1 ]
机构
[1] Med Univ South Carolina, Dept Cell & Mol Pharmacol, Charleston, SC 29425 USA
[2] Univ Texas Southwestern Med Ctr, Liver Tumor Translat Res Program, Simmons Comprehens Canc Ctr, Div Digest & Liver Dis,Dept Internal Med, Dallas, TX 75390 USA
[3] Hiroshima Univ, Grad Sch Biomed & Hlth Sci, Dept Gastroenterol, Hiroshima 7348553, Japan
[4] Hiroshima Inst Life Sci, Hiroshima 7348553, Japan
[5] Hiroshima Univ, Res Ctr Hepatol & Gastroenterol, Collaborat Res Lab Med Innovat, Hiroshima 7348553, Japan
[6] RIKEN, Ctr Integrat Med Sci, Yokohama 2300045, Japan
[7] Icahn Sch Med Mt Sinai, Dept Radiol, New York, NY 10029 USA
[8] Icahn Sch Med Mt Sinai, Dept Surg, New York, NY 10029 USA
[9] Icahn Sch Med Mt Sinai, Dept Pathol, New York, NY 10029 USA
关键词
hepatocellular carcinoma; extracellular matrix; mass spectrometry imaging; collagen; proteomics; post-translational modification; proline hydroxylation; cancer; microenvironment; DISCOIDIN DOMAIN RECEPTORS; COLLAGEN-BINDING; GENE-EXPRESSION; LIVER FIBROSIS; PROLYL HYDROXYLASE; PLASMA-FIBRINOGEN; STRUCTURAL BASIS; CELL-MIGRATION; UNITED-STATES; CLASSIFICATION;
D O I
10.1021/acs.jproteome.4c00099
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Hepatocellular carcinoma (HCC) mortality rates continue to increase faster than those of other cancer types due to high heterogeneity, which limits diagnosis and treatment. Pathological and molecular subtyping have identified that HCC tumors with poor outcomes are characterized by intratumoral collagenous accumulation. However, the translational and post-translational regulation of tumor collagen, which is critical to the outcome, remains largely unknown. Here, we investigate the spatial extracellular proteome to understand the differences associated with HCC tumors defined by Hoshida transcriptomic subtypes of poor outcome (Subtype 1; S1; n = 12) and better outcome (Subtype 3; S3; n = 24) that show differential stroma-regulated pathways. Collagen-targeted mass spectrometry imaging (MSI) with the same-tissue reference libraries, built from untargeted and targeted LC-MS/MS was used to spatially define the extracellular microenvironment from clinically-characterized, formalin-fixed, paraffin-embedded tissue sections. Collagen alpha-1(I) chain domains for discoidin-domain receptor and integrin binding showed distinctive spatial distribution within the tumor microenvironment. Hydroxylated proline (HYP)-containing peptides from the triple helical regions of fibrillar collagens distinguished S1 from S3 tumors. Exploratory machine learning on multiple peptides extracted from the tumor regions could distinguish S1 and S3 tumors (with an area under the receiver operating curve of >= 0.98; 95% confidence intervals between 0.976 and 1.00; and accuracies above 94%). An overall finding was that the extracellular microenvironment has a high potential to predict clinically relevant outcomes in HCC.
引用
收藏
页码:3791 / 3805
页数:15
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