IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v15y2024i1d10.1038_s41467-024-44911-1.html
   My bibliography  Save this article

Longitudinal plasma proteome profiling reveals the diversity of biomarkers for diagnosis and cetuximab therapy response of colorectal cancer

Author

Listed:
  • Yan Li

    (Fudan University)

  • Bing Wang

    (Fudan University)

  • Wentao Yang

    (Fudan University Shanghai Cancer Center
    Fudan University)

  • Fahan Ma

    (Fudan University)

  • Jianling Zou

    (Fudan University Shanghai Cancer Center
    Fudan University)

  • Kai Li

    (Fudan University)

  • Subei Tan

    (Fudan University)

  • Jinwen Feng

    (Fudan University)

  • Yunzhi Wang

    (Fudan University)

  • Zhaoyu Qin

    (Fudan University)

  • Zhiyu Chen

    (Fudan University Shanghai Cancer Center
    Fudan University)

  • Chen Ding

    (Fudan University)

Abstract

Cetuximab therapy is the major treatment for colorectal cancer (CRC), but drug resistance limits its effectiveness. Here, we perform longitudinal and deep proteomic profiling of 641 plasma samples originated from 147 CRC patients (CRCs) undergoing cetuximab therapy with multi-course treatment, and 90 healthy controls (HCs). COL12A1, THBS2, S100A8, and S100A9 are screened as potential proteins to distinguish CRCs from HCs both in plasma and tissue validation cohorts. We identify the potential biomarkers (RRAS2, MMP8, FBLN1, RPTOR, and IMPDH2) for the initial response prediction. In a longitudinal setting, we identify two clusters with distinct fluctuations and construct the model with high accuracy to predict the longitudinal response, further validated in the independent cohort. This study reveals the heterogeneity of different biomarkers for tumor diagnosis, the initial and longitudinal response prediction respectively in the first course and multi-course cetuximab treatment, may ultimately be useful in monitoring and intervention strategies for CRC.

Suggested Citation

  • Yan Li & Bing Wang & Wentao Yang & Fahan Ma & Jianling Zou & Kai Li & Subei Tan & Jinwen Feng & Yunzhi Wang & Zhaoyu Qin & Zhiyu Chen & Chen Ding, 2024. "Longitudinal plasma proteome profiling reveals the diversity of biomarkers for diagnosis and cetuximab therapy response of colorectal cancer," Nature Communications, Nature, vol. 15(1), pages 1-23, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-44911-1
    DOI: 10.1038/s41467-024-44911-1
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-024-44911-1
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-024-44911-1?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Sai Ge & Xia Xia & Chen Ding & Bei Zhen & Quan Zhou & Jinwen Feng & Jiajia Yuan & Rui Chen & Yumei Li & Zhongqi Ge & Jiafu Ji & Lianhai Zhang & Jiayuan Wang & Zhongwu Li & Yumei Lai & Ying Hu & Yanyan, 2018. "A proteomic landscape of diffuse-type gastric cancer," Nature Communications, Nature, vol. 9(1), pages 1-16, December.
    2. Andrea Bertotti & Eniko Papp & Siân Jones & Vilmos Adleff & Valsamo Anagnostou & Barbara Lupo & Mark Sausen & Jillian Phallen & Carolyn A. Hruban & Collin Tokheim & Noushin Niknafs & Monica Nesselbush, 2015. "The genomic landscape of response to EGFR blockade in colorectal cancer," Nature, Nature, vol. 526(7572), pages 263-267, October.
    3. Sai Ge & Xia Xia & Chen Ding & Bei Zhen & Quan Zhou & Jinwen Feng & Jiajia Yuan & Rui Chen & Yumei Li & Zhongqi Ge & Jiafu Ji & Lianhai Zhang & Jiayuan Wang & Zhongwu Li & Yumei Lai & Ying Hu & Yanyan, 2018. "Author Correction: A proteomic landscape of diffuse-type gastric cancer," Nature Communications, Nature, vol. 9(1), pages 1-1, December.
    4. Lei Zhang & Xin Yu & Liangtao Zheng & Yuanyuan Zhang & Yansen Li & Qiao Fang & Ranran Gao & Boxi Kang & Qiming Zhang & Julie Y. Huang & Hiroyasu Konno & Xinyi Guo & Yingjiang Ye & Songyuan Gao & Shan , 2018. "Lineage tracking reveals dynamic relationships of T cells in colorectal cancer," Nature, Nature, vol. 564(7735), pages 268-272, December.
    5. Samir M. Hanash & Sharon J. Pitteri & Vitor M. Faca, 2008. "Mining the plasma proteome for cancer biomarkers," Nature, Nature, vol. 452(7187), pages 571-579, April.
    6. Björn Schwanhäusser & Dorothea Busse & Na Li & Gunnar Dittmar & Johannes Schuchhardt & Jana Wolf & Wei Chen & Matthias Selbach, 2011. "Global quantification of mammalian gene expression control," Nature, Nature, vol. 473(7347), pages 337-342, May.
    7. Yan Li & Chen Xu & Bing Wang & Fujiang Xu & Fahan Ma & Yuanyuan Qu & Dongxian Jiang & Kai Li & Jinwen Feng & Sha Tian & Xiaohui Wu & Yunzhi Wang & Yang Liu & Zhaoyu Qin & Yalan Liu & Jing Qin & Qi Son, 2022. "Proteomic characterization of gastric cancer response to chemotherapy and targeted therapy reveals potential therapeutic strategies," Nature Communications, Nature, vol. 13(1), pages 1-26, December.
    8. Yan Li & Chen Xu & Bing Wang & Fujiang Xu & Fahan Ma & Yuanyuan Qu & Dongxian Jiang & Kai Li & Jinwen Feng & Sha Tian & Xiaohui Wu & Yunzhi Wang & Yang Liu & Zhaoyu Qin & Yalan Liu & Jing Qin & Qi Son, 2022. "Author Correction: Proteomic characterization of gastric cancer response to chemotherapy and targeted therapy reveals potential therapeutic strategies," Nature Communications, Nature, vol. 13(1), pages 1-1, December.
    9. Ying Jiang & Aihua Sun & Yang Zhao & Wantao Ying & Huichuan Sun & Xinrong Yang & Baocai Xing & Wei Sun & Liangliang Ren & Bo Hu & Chaoying Li & Li Zhang & Guangrong Qin & Menghuan Zhang & Ning Chen & , 2019. "Proteomics identifies new therapeutic targets of early-stage hepatocellular carcinoma," Nature, Nature, vol. 567(7747), pages 257-261, March.
    10. Wenhao Shi & Yushen Wang & Chen Xu & Yan Li & Sai Ge & Bin Bai & Kecheng Zhang & Yunzhi Wang & Nairen Zheng & Juan Wang & Shiqi Wang & Gang Ji & Jipeng Li & Yongzhan Nie & Wenquan Liang & Xiaosong Wu , 2023. "Multilevel proteomic analyses reveal molecular diversity between diffuse-type and intestinal-type gastric cancer," Nature Communications, Nature, vol. 14(1), pages 1-22, December.
    11. Bing Zhang & Jing Wang & Xiaojing Wang & Jing Zhu & Qi Liu & Zhiao Shi & Matthew C. Chambers & Lisa J. Zimmerman & Kent F. Shaddox & Sangtae Kim & Sherri R. Davies & Sean Wang & Pei Wang & Christopher, 2014. "Proteogenomic characterization of human colon and rectal cancer," Nature, Nature, vol. 513(7518), pages 382-387, September.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Yan Li & Chen Xu & Bing Wang & Fujiang Xu & Fahan Ma & Yuanyuan Qu & Dongxian Jiang & Kai Li & Jinwen Feng & Sha Tian & Xiaohui Wu & Yunzhi Wang & Yang Liu & Zhaoyu Qin & Yalan Liu & Jing Qin & Qi Son, 2022. "Proteomic characterization of gastric cancer response to chemotherapy and targeted therapy reveals potential therapeutic strategies," Nature Communications, Nature, vol. 13(1), pages 1-26, December.
    2. Lingling Li & Dongxian Jiang & Hui Liu & Chunmei Guo & Rui Zhao & Qiao Zhang & Chen Xu & Zhaoyu Qin & Jinwen Feng & Yang Liu & Haixing Wang & Weijie Chen & Xue Zhang & Bin Li & Lin Bai & Sha Tian & Su, 2023. "Comprehensive proteogenomic characterization of early duodenal cancer reveals the carcinogenesis tracks of different subtypes," Nature Communications, Nature, vol. 14(1), pages 1-24, December.
    3. Wenhao Shi & Yushen Wang & Chen Xu & Yan Li & Sai Ge & Bin Bai & Kecheng Zhang & Yunzhi Wang & Nairen Zheng & Juan Wang & Shiqi Wang & Gang Ji & Jipeng Li & Yongzhan Nie & Wenquan Liang & Xiaosong Wu , 2023. "Multilevel proteomic analyses reveal molecular diversity between diffuse-type and intestinal-type gastric cancer," Nature Communications, Nature, vol. 14(1), pages 1-22, December.
    4. Lingling Li & Dongxian Jiang & Qiao Zhang & Hui Liu & Fujiang Xu & Chunmei Guo & Zhaoyu Qin & Haixing Wang & Jinwen Feng & Yang Liu & Weijie Chen & Xue Zhang & Lin Bai & Sha Tian & Subei Tan & Chen Xu, 2023. "Integrative proteogenomic characterization of early esophageal cancer," Nature Communications, Nature, vol. 14(1), pages 1-28, December.
    5. Qilin Zhang & Ziyan Xu & Rui Han & Yunzhi Wang & Zhen Ye & Jiajun Zhu & Yixin Cai & Fan Zhang & Jiangyan Zhao & Boyuan Yao & Zhaoyu Qin & Nidan Qiao & Ruofan Huang & Jinwen Feng & Yongfei Wang & Wenti, 2024. "Proteogenomic characterization of skull-base chordoma," Nature Communications, Nature, vol. 15(1), pages 1-32, December.
    6. Zhenmei Yao & Ning Xu & Guoguo Shang & Haixing Wang & Hui Tao & Yunzhi Wang & Zhaoyu Qin & Subei Tan & Jinwen Feng & Jiajun Zhu & Fahan Ma & Sha Tian & Qiao Zhang & Yuanyuan Qu & Jun Hou & Jianming Gu, 2023. "Proteogenomics of different urothelial bladder cancer stages reveals distinct molecular features for papillary cancer and carcinoma in situ," Nature Communications, Nature, vol. 14(1), pages 1-25, December.
    7. Hailiang Zhang & Lin Bai & Xin-Qiang Wu & Xi Tian & Jinwen Feng & Xiaohui Wu & Guo-Hai Shi & Xiaoru Pei & Jiacheng Lyu & Guojian Yang & Yang Liu & Wenhao Xu & Aihetaimujiang Anwaier & Yu Zhu & Da-Long, 2023. "Proteogenomics of clear cell renal cell carcinoma response to tyrosine kinase inhibitor," Nature Communications, Nature, vol. 14(1), pages 1-21, December.
    8. Shengli Li & Li Yuan & Zhi-Yuan Xu & Jing-Li Xu & Gui-Ping Chen & Xiaoqing Guan & Guang-Zhao Pan & Can Hu & Jinyun Dong & Yi-An Du & Li-Tao Yang & Mao-Wei Ni & Rui-Bin Jiang & Xiu Zhu & Hang Lv & Han-, 2023. "Integrative proteomic characterization of adenocarcinoma of esophagogastric junction," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
    9. Ji Min Lee & Henrik M. Hammarén & Mikhail M. Savitski & Sung Hee Baek, 2023. "Control of protein stability by post-translational modifications," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    10. Mohammad Soltani & Cesar A Vargas-Garcia & Duarte Antunes & Abhyudai Singh, 2016. "Intercellular Variability in Protein Levels from Stochastic Expression and Noisy Cell Cycle Processes," PLOS Computational Biology, Public Library of Science, vol. 12(8), pages 1-23, August.
    11. Yanchuan Li & Huamei Li & Cheng Peng & Ge Meng & Yijun Lu & Honglin Liu & Li Cui & Huan Zhou & Zhu Xu & Lingyun Sun & Lihong Liu & Qing Xiong & Beicheng Sun & Shiping Jiao, 2024. "Unraveling the spatial organization and development of human thymocytes through integration of spatial transcriptomics and single-cell multi-omics profiling," Nature Communications, Nature, vol. 15(1), pages 1-25, December.
    12. S. Vickovic & B. Lötstedt & J. Klughammer & S. Mages & Å Segerstolpe & O. Rozenblatt-Rosen & A. Regev, 2022. "SM-Omics is an automated platform for high-throughput spatial multi-omics," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    13. Jasjot Singh & Hadeer Elhabashy & Pathma Muthukottiappan & Markus Stepath & Martin Eisenacher & Oliver Kohlbacher & Volkmar Gieselmann & Dominic Winter, 2022. "Cross-linking of the endolysosomal system reveals potential flotillin structures and cargo," Nature Communications, Nature, vol. 13(1), pages 1-18, December.
    14. Yuping Chen & Jo-Hsi Huang & Connie Phong & James E. Ferrell, 2024. "Viscosity-dependent control of protein synthesis and degradation," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    15. Keyong Sun & Runda Xu & Fuhai Ma & Naixue Yang & Yang Li & Xiaofeng Sun & Peng Jin & Wenzhe Kang & Lemei Jia & Jianping Xiong & Haitao Hu & Yantao Tian & Xun Lan, 2022. "scRNA-seq of gastric tumor shows complex intercellular interaction with an alternative T cell exhaustion trajectory," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
    16. Gábor Csárdi & Alexander Franks & David S Choi & Edoardo M Airoldi & D Allan Drummond, 2015. "Accounting for Experimental Noise Reveals That mRNA Levels, Amplified by Post-Transcriptional Processes, Largely Determine Steady-State Protein Levels in Yeast," PLOS Genetics, Public Library of Science, vol. 11(5), pages 1-32, May.
    17. Shuaifeng Li & Shixun Han & Qi Zhang & Yibing Zhu & Haitao Zhang & Junli Wang & Yang Zhao & Jianhui Zhao & Lin Su & Li Li & Dawang Zhou & Cunqi Ye & Xin-Hua Feng & Tingbo Liang & Bin Zhao, 2022. "FUNDC2 promotes liver tumorigenesis by inhibiting MFN1-mediated mitochondrial fusion," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
    18. Kaslik, Eva & Rădulescu, Ileana Rodica, 2022. "Stability and bifurcations in fractional-order gene regulatory networks," Applied Mathematics and Computation, Elsevier, vol. 421(C).
    19. Sandra Tietscher & Johanna Wagner & Tobias Anzeneder & Claus Langwieder & Martin Rees & Bettina Sobottka & Natalie Souza & Bernd Bodenmiller, 2023. "A comprehensive single-cell map of T cell exhaustion-associated immune environments in human breast cancer," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    20. Yiming Lu & Aiqing Yang & Cheng Quan & Yingwei Pan & Haoyun Zhang & Yuanfeng Li & Chengming Gao & Hao Lu & Xueting Wang & Pengbo Cao & Hongxia Chen & Shichun Lu & Gangqiao Zhou, 2022. "A single-cell atlas of the multicellular ecosystem of primary and metastatic hepatocellular carcinoma," Nature Communications, Nature, vol. 13(1), pages 1-18, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-44911-1. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.