IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v14y2023i1d10.1038_s41467-023-39981-6.html
   My bibliography  Save this article

Proteogenomics of clear cell renal cell carcinoma response to tyrosine kinase inhibitor

Author

Listed:
  • Hailiang Zhang

    (Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Qingdao Institute, Institutes of Biomedical Sciences, and Human Phenome Institute, Fudan University
    Shanghai Medical College, Shanghai Genitourinary Cancer Institute)

  • Lin Bai

    (Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Qingdao Institute, Institutes of Biomedical Sciences, and Human Phenome Institute, Fudan University)

  • Xin-Qiang Wu

    (Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Qingdao Institute, Institutes of Biomedical Sciences, and Human Phenome Institute, Fudan University
    Shanghai Medical College, Shanghai Genitourinary Cancer Institute)

  • Xi Tian

    (Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Qingdao Institute, Institutes of Biomedical Sciences, and Human Phenome Institute, Fudan University
    Shanghai Medical College, Shanghai Genitourinary Cancer Institute)

  • Jinwen Feng

    (Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Qingdao Institute, Institutes of Biomedical Sciences, and Human Phenome Institute, Fudan University)

  • Xiaohui Wu

    (Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Qingdao Institute, Institutes of Biomedical Sciences, and Human Phenome Institute, Fudan University)

  • Guo-Hai Shi

    (Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Qingdao Institute, Institutes of Biomedical Sciences, and Human Phenome Institute, Fudan University
    Shanghai Medical College, Shanghai Genitourinary Cancer Institute)

  • Xiaoru Pei

    (Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Qingdao Institute, Institutes of Biomedical Sciences, and Human Phenome Institute, Fudan University)

  • Jiacheng Lyu

    (Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Qingdao Institute, Institutes of Biomedical Sciences, and Human Phenome Institute, Fudan University)

  • Guojian Yang

    (Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Qingdao Institute, Institutes of Biomedical Sciences, and Human Phenome Institute, Fudan University)

  • Yang Liu

    (Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Qingdao Institute, Institutes of Biomedical Sciences, and Human Phenome Institute, Fudan University)

  • Wenhao Xu

    (Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Qingdao Institute, Institutes of Biomedical Sciences, and Human Phenome Institute, Fudan University
    Shanghai Medical College, Shanghai Genitourinary Cancer Institute)

  • Aihetaimujiang Anwaier

    (Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Qingdao Institute, Institutes of Biomedical Sciences, and Human Phenome Institute, Fudan University
    Shanghai Medical College, Shanghai Genitourinary Cancer Institute)

  • Yu Zhu

    (Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Qingdao Institute, Institutes of Biomedical Sciences, and Human Phenome Institute, Fudan University
    Shanghai Medical College, Shanghai Genitourinary Cancer Institute)

  • Da-Long Cao

    (Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Qingdao Institute, Institutes of Biomedical Sciences, and Human Phenome Institute, Fudan University
    Shanghai Medical College, Shanghai Genitourinary Cancer Institute)

  • Fujiang Xu

    (Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Qingdao Institute, Institutes of Biomedical Sciences, and Human Phenome Institute, Fudan University)

  • Yue Wang

    (Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Qingdao Institute, Institutes of Biomedical Sciences, and Human Phenome Institute, Fudan University
    Shanghai Medical College, Shanghai Genitourinary Cancer Institute)

  • Hua-Lei Gan

    (Shanghai Medical College, Shanghai Genitourinary Cancer Institute
    Fudan University Shanghai Cancer Center)

  • Meng-Hong Sun

    (Shanghai Medical College, Shanghai Genitourinary Cancer Institute
    Fudan University Shanghai Cancer Center)

  • Jian-Yuan Zhao

    (Shanghai Jiao Tong University School of Medicine
    Zhengzhou University)

  • Yuanyuan Qu

    (Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Qingdao Institute, Institutes of Biomedical Sciences, and Human Phenome Institute, Fudan University
    Shanghai Medical College, Shanghai Genitourinary Cancer Institute)

  • Dingwei Ye

    (Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Qingdao Institute, Institutes of Biomedical Sciences, and Human Phenome Institute, Fudan University
    Shanghai Medical College, Shanghai Genitourinary Cancer Institute)

  • Chen Ding

    (Fudan University Shanghai Cancer Center, State Key Laboratory of Genetic Engineering, Collaborative Innovation Center for Genetics and Development, School of Life Sciences, Qingdao Institute, Institutes of Biomedical Sciences, and Human Phenome Institute, Fudan University)

Abstract

The tyrosine kinase inhibitor (TKI) Sunitinib is one the therapies approved for advanced renal cell carcinoma. Here, we undertake proteogenomic profiling of 115 tumors from patients with clear cell renal cell carcinoma (ccRCC) undergoing Sunitinib treatment and reveal the molecular basis of differential clinical outcomes with TKI therapy. We find that chromosome 7q gain-induced mTOR signaling activation is associated with poor therapeutic outcomes with Sunitinib treatment, whereas the aristolochic acid signature and VHL mutation synergistically caused enhanced glycolysis is correlated with better prognosis. The proteomic and phosphoproteomic analysis further highlights the responsibility of mTOR signaling for non-response to Sunitinib. Immune landscape characterization reveals diverse tumor microenvironment subsets in ccRCC. Finally, we construct a multi-omics classifier that can detect responder and non-responder patients (receiver operating characteristic–area under the curve, 0.98). Our study highlights associations between ccRCC molecular characteristics and the response to TKI, which can facilitate future improvement of therapeutic responses.

Suggested Citation

  • 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.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-39981-6
    DOI: 10.1038/s41467-023-39981-6
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-023-39981-6
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-023-39981-6?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. Ghislaine Scelo & Yasser Riazalhosseini & Liliana Greger & Louis Letourneau & Mar Gonzàlez-Porta & Magdalena B. Wozniak & Mathieu Bourgey & Patricia Harnden & Lars Egevad & Sharon M. Jackson & Mehran , 2014. "Variation in genomic landscape of clear cell renal cell carcinoma across Europe," Nature Communications, Nature, vol. 5(1), pages 1-13, December.
    2. John T. Cunningham & Joseph T. Rodgers & Daniel H. Arlow & Francisca Vazquez & Vamsi K. Mootha & Pere Puigserver, 2007. "mTOR controls mitochondrial oxidative function through a YY1–PGC-1α transcriptional complex," Nature, Nature, vol. 450(7170), pages 736-740, November.
    3. 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.
    4. Ludmil B. Alexandrov & Serena Nik-Zainal & David C. Wedge & Samuel A. J. R. Aparicio & Sam Behjati & Andrew V. Biankin & Graham R. Bignell & Niccolò Bolli & Ake Borg & Anne-Lise Børresen-Dale & Sandri, 2013. "Correction: Corrigendum: Signatures of mutational processes in human cancer," Nature, Nature, vol. 502(7470), pages 258-258, October.
    5. Xiang-Ming Wang & Yang Lu & Yi-Meng Song & Jun Dong & Ruo-Yan Li & Guo-Liang Wang & Xu Wang & Shu-Dong Zhang & Zhou-Huan Dong & Min Lu & Shi-Yu Wang & Li-Yuan Ge & Guang-Da Luo & Run-Zhuo Ma & Steve G, 2020. "Integrative genomic study of Chinese clear cell renal cell carcinoma reveals features associated with thrombus," Nature Communications, Nature, vol. 11(1), pages 1-11, December.
    6. David A. Barbie & Pablo Tamayo & Jesse S. Boehm & So Young Kim & Susan E. Moody & Ian F. Dunn & Anna C. Schinzel & Peter Sandy & Etienne Meylan & Claudia Scholl & Stefan Fröhling & Edmond M. Chan & Ma, 2009. "Systematic RNA interference reveals that oncogenic KRAS-driven cancers require TBK1," Nature, Nature, vol. 462(7269), pages 108-112, November.
    7. Kosuke Yoshihara & Maria Shahmoradgoli & Emmanuel Martínez & Rahulsimham Vegesna & Hoon Kim & Wandaliz Torres-Garcia & Victor Treviño & Hui Shen & Peter W. Laird & Douglas A. Levine & Scott L. Carter , 2013. "Inferring tumour purity and stromal and immune cell admixture from expression data," Nature Communications, Nature, vol. 4(1), pages 1-11, 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. "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.
    9. Ludmil B. Alexandrov & Serena Nik-Zainal & David C. Wedge & Samuel A. J. R. Aparicio & Sam Behjati & Andrew V. Biankin & Graham R. Bignell & Niccolò Bolli & Ake Borg & Anne-Lise Børresen-Dale & Sandri, 2013. "Signatures of mutational processes in human cancer," Nature, Nature, vol. 500(7463), pages 415-421, August.
    10. Philipp Mertins & D. R. Mani & Kelly V. Ruggles & Michael A. Gillette & Karl R. Clauser & Pei Wang & Xianlong Wang & Jana W. Qiao & Song Cao & Francesca Petralia & Emily Kawaler & Filip Mundt & Karste, 2016. "Proteogenomics connects somatic mutations to signalling in breast cancer," Nature, Nature, vol. 534(7605), pages 55-62, June.
    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. Yuanyuan Qu & Jinwen Feng & Xiaohui Wu & Lin Bai & Wenhao Xu & Lingli Zhu & Yang Liu & Fujiang Xu & Xuan Zhang & Guojian Yang & Jiacheng Lv & Xiuping Chen & Guo-Hai Shi & Hong-Kai Wang & Da-Long Cao &, 2022. "A proteogenomic analysis of clear cell renal cell carcinoma in a Chinese population," Nature Communications, Nature, vol. 13(1), pages 1-21, December.
    2. Brian D. Lehmann & Antonio Colaprico & Tiago C. Silva & Jianjiao Chen & Hanbing An & Yuguang Ban & Hanchen Huang & Lily Wang & Jamaal L. James & Justin M. Balko & Paula I. Gonzalez-Ericsson & Melinda , 2021. "Multi-omics analysis identifies therapeutic vulnerabilities in triple-negative breast cancer subtypes," Nature Communications, Nature, vol. 12(1), pages 1-18, December.
    3. Yuanyuan Qu & Xiaohui Wu & Aihetaimujiang Anwaier & Jinwen Feng & Wenhao Xu & Xiaoru Pei & Yu Zhu & Yang Liu & Lin Bai & Guojian Yang & Xi Tian & Jiaqi Su & Guo-Hai Shi & Da-Long Cao & Fujiang Xu & Yu, 2022. "Proteogenomic characterization of MiT family translocation renal cell carcinoma," Nature Communications, Nature, vol. 13(1), pages 1-18, December.
    4. 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.
    5. Ming Chen & Runzhe Chen & Ying Jin & Jun Li & Xin Hu & Jiexin Zhang & Junya Fujimoto & Shawna M. Hubert & Carl M. Gay & Bo Zhu & Yanhua Tian & Nicholas McGranahan & Won-Chul Lee & Julie George & Xiao , 2021. "Cold and heterogeneous T cell repertoire is associated with copy number aberrations and loss of immune genes in small-cell lung cancer," Nature Communications, Nature, vol. 12(1), pages 1-13, December.
    6. Xing Cheng & Jing An & Jitong Lou & Qisheng Gu & Weimin Ding & Gaith Nabil Droby & Yilin Wang & Chenghao Wang & Yanzhe Gao & Jay Ramanlal Anand & Abigail Shelton & Andrew Benson Satterlee & Breanna Ma, 2024. "Trans-lesion synthesis and mismatch repair pathway crosstalk defines chemoresistance and hypermutation mechanisms in glioblastoma," Nature Communications, Nature, vol. 15(1), pages 1-20, December.
    7. Marjan M. Naeini & Felicity Newell & Lauren G. Aoude & Vanessa F. Bonazzi & Kalpana Patel & Guy Lampe & Lambros T. Koufariotis & Vanessa Lakis & Venkateswar Addala & Olga Kondrashova & Rebecca L. John, 2023. "Multi-omic features of oesophageal adenocarcinoma in patients treated with preoperative neoadjuvant therapy," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    8. Ambrocio Sanchez & Pedro Ortega & Ramin Sakhtemani & Lavanya Manjunath & Sunwoo Oh & Elodie Bournique & Alexandrea Becker & Kyumin Kim & Cameron Durfee & Nuri Alpay Temiz & Xiaojiang S. Chen & Reuben , 2024. "Mesoscale DNA features impact APOBEC3A and APOBEC3B deaminase activity and shape tumor mutational landscapes," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
    9. Brittany N. Vandenberg & Marian F. Laughery & Cameron Cordero & Dalton Plummer & Debra Mitchell & Jordan Kreyenhagen & Fatimah Albaqshi & Alexander J. Brown & Piotr A. Mieczkowski & John J. Wyrick & S, 2023. "Contributions of replicative and translesion DNA polymerases to mutagenic bypass of canonical and atypical UV photoproducts," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
    10. Anna Luiza Silva Almeida Vicente & Alexei Novoloaca & Vincent Cahais & Zainab Awada & Cyrille Cuenin & Natália Spitz & André Lopes Carvalho & Adriane Feijó Evangelista & Camila Souza Crovador & Rui Ma, 2022. "Cutaneous and acral melanoma cross-OMICs reveals prognostic cancer drivers associated with pathobiology and ultraviolet exposure," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    11. Teresa Maria Rosaria Noviello & Anna Maria Giacomo & Francesca Pia Caruso & Alessia Covre & Roberta Mortarini & Giovanni Scala & Maria Claudia Costa & Sandra Coral & Wolf H. Fridman & Catherine Sautès, 2023. "Guadecitabine plus ipilimumab in unresectable melanoma: five-year follow-up and integrated multi-omic analysis in the phase 1b NIBIT-M4 trial," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
    12. Qi Zhao & Feng Wang & Yan-Xing Chen & Shifu Chen & Yi-Chen Yao & Zhao-Lei Zeng & Teng-Jia Jiang & Ying-Nan Wang & Chen-Yi Wu & Ying Jing & You-Sheng Huang & Jing Zhang & Zi-Xian Wang & Ming-Ming He & , 2022. "Comprehensive profiling of 1015 patients’ exomes reveals genomic-clinical associations in colorectal cancer," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    13. Ankur Chakravarthy & Ian Reddin & Stephen Henderson & Cindy Dong & Nerissa Kirkwood & Maxmilan Jeyakumar & Daniela Rothschild Rodriguez & Natalia Gonzalez Martinez & Jacqueline McDermott & Xiaoping Su, 2022. "Integrated analysis of cervical squamous cell carcinoma cohorts from three continents reveals conserved subtypes of prognostic significance," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    14. Francesca Menghi & Edison T. Liu, 2022. "Functional genomics of complex cancer genomes," Nature Communications, Nature, vol. 13(1), pages 1-4, December.
    15. Sujath Abbas & Oriol Pich & Ginny Devonshire & Shahriar A. Zamani & Annalise Katz-Summercorn & Sarah Killcoyne & Calvin Cheah & Barbara Nutzinger & Nicola Grehan & Nuria Lopez-Bigas & Rebecca C. Fitzg, 2023. "Mutational signature dynamics shaping the evolution of oesophageal adenocarcinoma," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    16. Martin Boström & Erik Larsson, 2022. "Somatic mutation distribution across tumour cohorts provides a signal for positive selection in cancer," Nature Communications, Nature, vol. 13(1), pages 1-9, December.
    17. Ye Cai & Huifen Cao & Fang Wang & Yufei Zhang & Philipp Kapranov, 2022. "Complex genomic patterns of abasic sites in mammalian DNA revealed by a high-resolution SSiNGLe-AP method," Nature Communications, Nature, vol. 13(1), pages 1-21, December.
    18. Rebecca J. Austin & Jasmin Straube & Rohit Halder & Yashaswini Janardhanan & Claudia Bruedigam & Matthew Witkowski & Leanne Cooper & Amy Porter & Matthias Braun & Fernando Souza-Fonseca-Guimaraes & Si, 2023. "Oncogenic drivers dictate immune control of acute myeloid leukemia," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    19. Josefine Radke & Naveed Ishaque & Randi Koll & Zuguang Gu & Elisa Schumann & Lina Sieverling & Sebastian Uhrig & Daniel Hübschmann & Umut H. Toprak & Cristina López & Xavier Pastor Hostench & Simone B, 2022. "The genomic and transcriptional landscape of primary central nervous system lymphoma," Nature Communications, Nature, vol. 13(1), pages 1-20, December.
    20. Jennifer B. Shah & Dana Pueschl & Bradley Wubbenhorst & Mengyao Fan & John Pluta & Kurt D’Andrea & Anna P. Hubert & Jake S. Shilan & Wenting Zhou & Adam A. Kraya & Alba Llop Guevara & Catherine Ruan &, 2022. "Analysis of matched primary and recurrent BRCA1/2 mutation-associated tumors identifies recurrence-specific drivers," Nature Communications, Nature, vol. 13(1), pages 1-19, 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:14:y:2023:i:1:d:10.1038_s41467-023-39981-6. 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.