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Multi-omics analyses reveal biological and clinical insights in recurrent stage I non-small cell lung cancer

Author

Listed:
  • Chengdi Wang

    (Sichuan University
    Sichuan University)

  • Jingwei Li

    (Sichuan University
    Sichuan University)

  • Jingyao Chen

    (Sichuan University
    Sichuan University)

  • Zhoufeng Wang

    (Sichuan University
    Sichuan University)

  • Guonian Zhu

    (Sichuan University
    Sichuan University)

  • Lujia Song

    (Sichuan University
    Sichuan University)

  • Jiayang Wu

    (Sichuan University
    Sichuan University)

  • Changshu Li

    (Sichuan University
    Sichuan University)

  • Rong Qiu

    (Suining Central Hospital)

  • Xuelan Chen

    (West China Hospital)

  • Li Zhang

    (Sichuan University
    Sichuan University)

  • Weimin Li

    (Sichuan University
    Sichuan University)

Abstract

Post-operative recurrence rates of stage I non-small cell lung cancer (NSCLC) range from 20% to 40%. Nonetheless, the molecular mechanisms underlying recurrence hitherto remain largely elusive. Here, we generate genomic, epigenomic and transcriptomic profiles of paired tumors and adjacent tissues from 122 stage I NSCLC patients, among which 57 patients develop recurrence after surgery during follow-up. Integrated analyses illustrate that the presence of predominantly solid or micropapillary histological subtypes, increased genomic instability, and APOBEC-related signature are associated with recurrence. Furthermore, TP53 missense mutation in DNA-binding domain could contribute to shorter time to recurrence. DNA hypomethylation is pronounced in recurrent NSCLC, and PRAME is the significantly hypomethylated and overexpressed gene in recurrent lung adenocarcinoma (LUAD). Mechanistically, hypomethylation at TEAD1 binding site facilitates the transcriptional activation of PRAME. Inhibition of PRAME restrains the tumor metastasis via downregulation of epithelial–mesenchymal transition-related genes. We also identify that enrichment of AT2 cells with higher copy number variation burden, exhausted CD8 + T cells and Macro_SPP1, along with the reduced interaction between AT2 and immune cells, is essential for the formation of ecosystem in recurrent LUAD. Finally, multi-omics clustering could stratify the NSCLC patients into 4 subclusters with varying recurrence risk and subcluster-specific therapeutic vulnerabilities. Collectively, this study constitutes a promising resource enabling insights into the biological mechanisms and clinical management for post-operative recurrence of stage I NSCLC.

Suggested Citation

  • Chengdi Wang & Jingwei Li & Jingyao Chen & Zhoufeng Wang & Guonian Zhu & Lujia Song & Jiayang Wu & Changshu Li & Rong Qiu & Xuelan Chen & Li Zhang & Weimin Li, 2025. "Multi-omics analyses reveal biological and clinical insights in recurrent stage I non-small cell lung cancer," Nature Communications, Nature, vol. 16(1), pages 1-19, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-024-55068-2
    DOI: 10.1038/s41467-024-55068-2
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    1. Kyle J. Travaglini & Ahmad N. Nabhan & Lolita Penland & Rahul Sinha & Astrid Gillich & Rene V. Sit & Stephen Chang & Stephanie D. Conley & Yasuo Mori & Jun Seita & Gerald J. Berry & Joseph B. Shrager , 2020. "A molecular cell atlas of the human lung from single-cell RNA sequencing," Nature, Nature, vol. 587(7835), pages 619-625, November.
    2. María Casanova-Acebes & Erica Dalla & Andrew M. Leader & Jessica LeBerichel & Jovan Nikolic & Blanca M. Morales & Markus Brown & Christie Chang & Leanna Troncoso & Steven T. Chen & Ana Sastre-Perona &, 2021. "Tissue-resident macrophages provide a pro-tumorigenic niche to early NSCLC cells," Nature, Nature, vol. 595(7868), pages 578-584, July.
    3. Fran Supek & Ben Lehner, 2015. "Differential DNA mismatch repair underlies mutation rate variation across the human genome," Nature, Nature, vol. 521(7550), pages 81-84, May.
    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. Jimi Kim & Elizabeth McMillan & Hyun Seok Kim & Niranjan Venkateswaran & Gurbani Makkar & Jaime Rodriguez-Canales & Pamela Villalobos & Jasper Edgar Neggers & Saurabh Mendiratta & Shuguang Wei & Yosef, 2016. "XPO1-dependent nuclear export is a druggable vulnerability in KRAS-mutant lung cancer," Nature, Nature, vol. 538(7623), pages 114-117, October.
    6. Hideko Isozaki & Ramin Sakhtemani & Ammal Abbasi & Naveed Nikpour & Marcello Stanzione & Sunwoo Oh & Adam Langenbucher & Susanna Monroe & Wenjia Su & Heidie Frisco Cabanos & Faria M. Siddiqui & Nicole, 2023. "Therapy-induced APOBEC3A drives evolution of persistent cancer cells," Nature, Nature, vol. 620(7973), pages 393-401, August.
    7. Guangchun Han & Ansam Sinjab & Zahraa Rahal & Anne M. Lynch & Warapen Treekitkarnmongkol & Yuejiang Liu & Alejandra G. Serrano & Jiping Feng & Ke Liang & Khaja Khan & Wei Lu & Sharia D. Hernandez & Yu, 2024. "Author Correction: An atlas of epithelial cell states and plasticity in lung adenocarcinoma," Nature, Nature, vol. 628(8006), pages 1-1, April.
    8. Julie George & Lukas Maas & Nima Abedpour & Maria Cartolano & Laura Kaiser & Rieke N. Fischer & Andreas H. Scheel & Jan-Philipp Weber & Martin Hellmich & Graziella Bosco & Caroline Volz & Christian Mu, 2024. "Evolutionary trajectories of small cell lung cancer under therapy," Nature, Nature, vol. 627(8005), pages 880-889, March.
    9. Alyssa M. Kaiser & Alberto Gatto & Kathryn J. Hanson & Richard L. Zhao & Nitin Raj & Michael G. Ozawa & José A. Seoane & Kathryn T. Bieging-Rolett & Mengxiong Wang & Irene Li & Winston L. Trope & Doug, 2023. "p53 governs an AT1 differentiation programme in lung cancer suppression," Nature, Nature, vol. 619(7971), pages 851-859, July.
    10. Hope Mumme & Beena E. Thomas & Swati S. Bhasin & Upaasana Krishnan & Bhakti Dwivedi & Pruthvi Perumalla & Debasree Sarkar & Gulay B. Ulukaya & Himalee S. Sabnis & Sunita I. Park & Deborah DeRyckere & , 2023. "Single-cell analysis reveals altered tumor microenvironments of relapse- and remission-associated pediatric acute myeloid leukemia," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    11. Roy S. Herbst & Daniel Morgensztern & Chris Boshoff, 2018. "The biology and management of non-small cell lung cancer," Nature, Nature, vol. 553(7689), pages 446-454, January.
    12. Mark Sorin & Morteza Rezanejad & Elham Karimi & Benoit Fiset & Lysanne Desharnais & Lucas J. M. Perus & Simon Milette & Miranda W. Yu & Sarah M. Maritan & Samuel Doré & Émilie Pichette & William Enlow, 2023. "Single-cell spatial landscapes of the lung tumour immune microenvironment," Nature, Nature, vol. 614(7948), pages 548-554, February.
    13. Ludmil B. Alexandrov & Jaegil Kim & Nicholas J. Haradhvala & Mi Ni Huang & Alvin Wei Tian Ng & Yang Wu & Arnoud Boot & Kyle R. Covington & Dmitry A. Gordenin & Erik N. Bergstrom & S. M. Ashiqul Islam , 2020. "The repertoire of mutational signatures in human cancer," Nature, Nature, vol. 578(7793), pages 94-101, February.
    14. Qi Zhang & Rober Abdo & Cristiana Iosef & Tomonori Kaneko & Matthew Cecchini & Victor K. Han & Shawn Shun-Cheng Li, 2022. "The spatial transcriptomic landscape of non-small cell lung cancer brain metastasis," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
    15. Maise Al Bakir & Ariana Huebner & Carlos Martínez-Ruiz & Kristiana Grigoriadis & Thomas B. K. Watkins & Oriol Pich & David A. Moore & Selvaraju Veeriah & Sophia Ward & Joanne Laycock & Diana Johnson &, 2023. "The evolution of non-small cell lung cancer metastases in TRACERx," Nature, Nature, vol. 616(7957), pages 534-542, April.
    16. Yoshitaka Sakamoto & Shuhei Miyake & Miho Oka & Akinori Kanai & Yosuke Kawai & Satoi Nagasawa & Yuichi Shiraishi & Katsushi Tokunaga & Takashi Kohno & Masahide Seki & Yutaka Suzuki & Ayako Suzuki, 2022. "Phasing analysis of lung cancer genomes using a long read sequencer," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    17. 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.
    18. Elham Karimi & Miranda W. Yu & Sarah M. Maritan & Lucas J. M. Perus & Morteza Rezanejad & Mark Sorin & Matthew Dankner & Parvaneh Fallah & Samuel Doré & Dongmei Zuo & Benoit Fiset & Daan J. Kloosterma, 2023. "Single-cell spatial immune landscapes of primary and metastatic brain tumours," Nature, Nature, vol. 614(7948), pages 555-563, February.
    19. Xiaojun Ren & Jianqing Liang & Yiming Zhang & Ning Jiang & Yuhui Xu & Mengdi Qiu & Yiqin Wang & Bing Zhao & Xiaojun Chen, 2022. "Single-cell transcriptomic analysis highlights origin and pathological process of human endometrioid endometrial carcinoma," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    20. Guangchun Han & Ansam Sinjab & Zahraa Rahal & Anne M. Lynch & Warapen Treekitkarnmongkol & Yuejiang Liu & Alejandra G. Serrano & Jiping Feng & Ke Liang & Khaja Khan & Wei Lu & Sharia D. Hernandez & Yu, 2024. "An atlas of epithelial cell states and plasticity in lung adenocarcinoma," Nature, Nature, vol. 627(8004), pages 656-663, March.
    21. Yasuhiko Haga & Yoshitaka Sakamoto & Keiko Kajiya & Hitomi Kawai & Miho Oka & Noriko Motoi & Masayuki Shirasawa & Masaya Yotsukura & Shun-Ichi Watanabe & Miyuki Arai & Junko Zenkoh & Kouya Shiraishi &, 2023. "Whole-genome sequencing reveals the molecular implications of the stepwise progression of lung adenocarcinoma," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
    22. Shu Zhang & Wen Fang & Siqi Zhou & Dongming Zhu & Ruidong Chen & Xin Gao & Zhuojin Li & Yao Fu & Yixuan Zhang & Fa Yang & Jing Zhao & Hao Wu & Pin Wang & Yonghua Shen & Shanshan Shen & Guifang Xu & Le, 2023. "Single cell transcriptomic analyses implicate an immunosuppressive tumor microenvironment in pancreatic cancer liver metastasis," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
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