Proteomic profiling of gastric cancer with peritoneal metastasis identifies a protein signature associated with immune microenvironment and patient outcome

被引:9
作者
Chen, Yanyan [1 ]
Cai, Guoxin [2 ,3 ]
Jiang, Junjie [4 ]
He, Chao [1 ]
Chen, Yiran [1 ]
Ding, Yongfeng [5 ]
Lu, Jun [1 ]
Zhao, Wenyi [2 ,3 ]
Yang, Yan [1 ]
Zhang, Yiqin [6 ]
Wu, Guanghao [7 ]
Wang, Haiyong [1 ]
Zhou, Zhan [2 ,3 ]
Teng, Lisong [1 ]
机构
[1] Zhejiang Univ, Affiliated Hosp 1, Dept Surg Oncol, Sch Med, 79 Qingchun Rd, Hangzhou 310003, Peoples R China
[2] Zhejiang Univ, Inst Drug Metab & Pharmaceut Anal, Coll Pharmaceut Sci, Hangzhou, Peoples R China
[3] Zhejiang Univ, Coll Pharmaceut Sci, Zhejiang Prov Key Lab Anticanc Drug Res, Hangzhou, Peoples R China
[4] Zhejiang Univ, Affiliated Hangzhou Peoples Hosp 1, Dept Gastroenterol, Sch Med, Hangzhou, Peoples R China
[5] Zhejiang Univ, Affiliated Hosp 1, Dept Med Oncol, Sch Med, Hangzhou, Peoples R China
[6] Wenzhou Med Univ, Dept Informat, Affiliated Hosp 1, Wenzhou, Peoples R China
[7] Hangzhou Normal Univ, Sch Clin Med, Med Coll, Hangzhou, Peoples R China
基金
中国国家自然科学基金;
关键词
Gastric cancer; Peritoneal metastasis; Proteomics; Machine learning; PROTEOGENOMIC CHARACTERIZATION; HETEROGENEITY; RECURRENCE; ALIGNMENT; MARKER;
D O I
10.1007/s10120-023-01379-0
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
BackgroundPeritoneal metastasis (PM) frequently occurs in patients with gastric cancer (GC) and is a major cause of mortality. Risk stratification for PM can optimize decision making in GC treatment.MethodsA total of 25 GC patients (13 with synchronous, 6 with metachronous PM and 6 PM-free) were included in this study. Quantitative proteomics by high-depth tandem mass tags labeling and whole-exome sequencing were conducted in primary GC and PM samples. Proteomic signature and prognostic model were established by machine learning algorithms in PM and PM-free GC, then validated in two external cohorts. Tumor-infiltrating immune cells in GC were analyzed by CIBERSORT.ResultsHeterogeneity between paired primary and PM samples was observed at both genomic and proteomic levels. Compared to primary GC, proteome of PM samples was enriched in RNA binding and extracellular exosomes. 641 differently expressed proteins (DEPs) between primary GC of PM group and PM-free group were screened, which were enriched in extracellular exosome and cell adhesion pathways. Subsequently, a ten-protein signature was derived based on DEPs by machine learning. This signature was significantly associated with patient prognosis in internal cohort and two external proteomic datasets of diffuse and mixed type GC. Tumor-infiltrating immune cell analysis showed that the signature was associated with immune microenvironment of GC.ConclusionsWe characterized proteomic features that were informative for PM progression of GC. A protein signature associated with immune microenvironment and patient outcome was derived, and it could guide risk stratification and individualized treatment.
引用
收藏
页码:504 / 516
页数:13
相关论文
共 53 条
  • [11] VolcaNoseR is a web app for creating, exploring, labeling and sharing volcano plots
    Goedhart, Joachim
    Luijsterburg, Martijn S.
    [J]. SCIENTIFIC REPORTS, 2020, 10 (01)
  • [12] Multicentre biomarker cohort study on the efficacy of nivolumab treatment for gastric cancer
    Hagi, Takaomi
    Kurokawa, Yukinori
    Kawabata, Ryohei
    Omori, Takeshi
    Matsuyama, Jin
    Fujitani, Kazumasa
    Hirao, Motohiro
    Akamaru, Yusuke
    Takahashi, Tsuyoshi
    Yamasaki, Makoto
    Satoh, Taroh
    Eguchi, Hidetoshi
    Doki, Yuichiro
    [J]. BRITISH JOURNAL OF CANCER, 2020, 123 (06) : 965 - 972
  • [13] Patterns of Initial Recurrence in Gastric Adenocarcinoma in the Era of Preoperative Therapy
    Ikoma, Naruhiko
    Chen, Hsiang-Chun
    Wang, Xuemei
    Blum, Mariela
    Estrella, Jeannelyn S.
    Fournier, Keith
    Mansfield, Paul
    Ajani, Jaffer
    Badgwell, Brian D.
    [J]. ANNALS OF SURGICAL ONCOLOGY, 2017, 24 (09) : 2679 - 2687
  • [14] The Role of RAB GTPases and Its Potential in Predicting Immunotherapy Response and Prognosis in Colorectal Cancer
    Jiang, Xuefei
    Yang, Lanlan
    Gao, Qianling
    Liu, Yiting
    Feng, Xingzhi
    Ye, Shubiao
    Yang, Zihuan
    [J]. FRONTIERS IN GENETICS, 2022, 13
  • [15] Nivolumab in patients with advanced gastric or gastro-oesophageal junction cancer refractory to, or intolerant of, at least two previous chemotherapy regimens (ONO-4538-12, ATTRACTION-2): a randomised, double-blind, placebo-controlled, phase 3 trial
    Kang, Yoon-Koo
    Boku, Narikazu
    Satoh, Taroh
    Ryu, Min-Hee
    Chao, Yee
    Kato, Ken
    Chung, Hyun Cheol
    Chen, Jen-Shi
    Muro, Kei
    Kang, Won Ki
    Yeh, Kun-Huei
    Yoshikawa, Takaki
    Oh, Sang Cheul
    Bai, Li-Yuan
    Tamura, Takao
    Lee, Keun-Wook
    Hamamoto, Yasuo
    Kim, Jong Gwang
    Chin, Keisho
    Oh, Do-Youn
    Minashi, Keiko
    Cho, Jae Yong
    Tsuda, Masahiro
    Chen, Li-Tzong
    [J]. LANCET, 2017, 390 (10111) : 2461 - 2471
  • [16] Early Tumor-Immune Microenvironmental Remodeling and Response to First-Line Fluoropyrimidine and Platinum Chemotherapy in Advanced Gastric Cancer
    Kim, Ryul
    An, Minae
    Lee, Hyuk
    Mehta, Arnav
    Heo, You Jeong
    Kim, Kyoung-Mee
    Lee, Song-Yi
    Moon, Jeonghyeon
    Kim, Seung Tae
    Min, Byung-Hoon
    Kim, Tae Jun
    Rha, Sun Young
    Kang, Won Ki
    Park, Woong-Yang
    Klempner, Samuel J.
    Lee, Jeeyun
    [J]. CANCER DISCOVERY, 2022, 12 (04) : 984 - 1001
  • [17] Comprehensive molecular characterization of clinical responses to PD-1 inhibition in metastatic gastric cancer
    Kim, Seung Tae
    Cristescu, Razvan
    Bass, Adam J.
    Kim, Kyoung-Mee
    Odegaard, Justin, I
    Kim, Kyung
    Liu, Xiao Qiao
    Sher, Xinwei
    Jung, Hun
    Lee, Mijin
    Lee, Sujin
    Park, Se Hoon
    Park, Joon Oh
    Park, Young Suk
    Lim, Ho Yeong
    Lee, Hyuk
    Choi, Mingew
    Talasaz, Amirali
    Kang, Peter Soonmo
    Cheng, Jonathan
    Loboda, Andrey
    Lee, Jeeyun
    Kang, Won Ki
    [J]. NATURE MEDICINE, 2018, 24 (09) : 1449 - +
  • [18] Lauren Histologic Type Is the Most Important Factor Associated With Pattern of Recurrence Following Resection of Gastric Adenocarcinoma
    Lee, Jun H.
    Chang, Kevin K.
    Yoon, Changhwan
    Tang, Laura H.
    Strong, Vivian E.
    Yoon, Sam S.
    [J]. ANNALS OF SURGERY, 2018, 267 (01) : 105 - 113
  • [19] Immune cells within the tumor microenvironment: Biological functions and roles in cancer immunotherapy
    Lei, Xu
    Lei, Yu
    Li, Jin-Ke
    Du, Wei-Xing
    Li, Ru-Gui
    Yang, Jing
    Li, Jian
    Li, Fang
    Tan, Hua-Bing
    [J]. CANCER LETTERS, 2020, 470 : 126 - 133
  • [20] Li H, 2009, BIOINFORMATICS, V25, P1094, DOI [10.1093/bioinformatics/btp100, 10.1093/bioinformatics/btp324]