IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v16y2025i1d10.1038_s41467-025-59661-x.html
   My bibliography  Save this article

Whole genome sequencing improves tissue-of-origin diagnosis and treatment options for cancer of unknown primary

Author

Listed:
  • Richard J. Rebello

    (University of Melbourne
    University of Melbourne)

  • Atara Posner

    (University of Melbourne
    University of Melbourne)

  • Ruining Dong

    (University of Melbourne
    University of Melbourne)

  • Owen W. J. Prall

    (Peter MacCallum Cancer Centre)

  • Tharani Sivakumaran

    (Peter MacCallum Cancer Centre
    University of Melbourne)

  • Camilla B. Mitchell

    (University of Melbourne
    University of Melbourne)

  • Aidan Flynn

    (University of Melbourne
    University of Melbourne)

  • Alex Caneborg

    (University of Melbourne
    University of Melbourne)

  • Catherine Mitchell

    (Peter MacCallum Cancer Centre
    University of Melbourne)

  • Sehrish Kanwal

    (University of Melbourne
    University of Melbourne)

  • Clare Fedele

    (University of Melbourne
    University of Melbourne)

  • Samantha Webb

    (Peter MacCallum Cancer Centre)

  • Krista Fisher

    (Peter MacCallum Cancer Centre)

  • Hui-Li Wong

    (Peter MacCallum Cancer Centre
    University of Melbourne)

  • Shiva Balachander

    (Peter MacCallum Cancer Centre)

  • Wenying Zhu

    (University of Melbourne
    University of Melbourne)

  • Shannon Nicolson

    (University of Melbourne
    University of Melbourne)

  • Voula Dimitriadis

    (University of Melbourne)

  • Nicholas Wilcken

    (The Westmead Institute for Medical Research)

  • Anna DeFazio

    (The Westmead Institute for Medical Research
    Westmead Hospital
    The University of Sydney, a joint venture with Cancer Council NSW)

  • Bo Gao

    (Westmead Hospital)

  • Madhu Singh

    (Barwon Health Cancer Services)

  • Ian M. Collins

    (Warrnambool and Deakin University)

  • Christopher Steer

    (Rural Clinical Campus)

  • Mark Warren

    (Bendigo Health)

  • Narayan Karanth

    (Alan Walker Cancer Centre)

  • Huiling Xu

    (Peter MacCallum Cancer Centre)

  • Andrew Fellowes

    (Peter MacCallum Cancer Centre)

  • Rodney J. Hicks

    (University of Melbourne)

  • Kym Pham Stewart

    (University of Melbourne)

  • Charles Shale

    (Hartwig Medical Foundation)

  • Peter Priestley

    (Hartwig Medical Foundation)

  • Sarah-Jane Dawson

    (University of Melbourne
    University of Melbourne
    Peter MacCallum Cancer Centre)

  • Joseph H. A. Vissers

    (University of Melbourne
    University of Melbourne)

  • Stephen B. Fox

    (Peter MacCallum Cancer Centre
    University of Melbourne)

  • Penelope Schofield

    (University of Melbourne
    Swinburne University
    La Trobe University)

  • David Bowtell

    (University of Melbourne
    Peter MacCallum Cancer Centre)

  • Oliver Hofmann

    (University of Melbourne
    University of Melbourne)

  • Sean M. Grimmond

    (University of Melbourne)

  • Linda Mileshkin

    (Peter MacCallum Cancer Centre
    University of Melbourne
    Peter MacCallum Cancer Centre)

  • Richard W. Tothill

    (University of Melbourne
    University of Melbourne
    University of Melbourne)

Abstract

Genomics can inform both tissue-of-origin (TOO) and precision treatments for patients with cancer of unknown primary (CUP). Here, we use whole genome and transcriptome sequencing (WGTS) for 72 patients and show diagnostic superiority of WGTS over panel testing (386–523 genes) in 71 paired cases. WGTS detects all reportable DNA features found by panel as well as additional mutations of diagnostic or therapeutic relevance in 76% of cases. Curated WGTS features and a CUP prediction algorithm (CUPPA) trained on WGTS data of known cancer types informs TOO in 71% of cases otherwise undiagnosed by clinicopathology review. WGTS informs treatments for 79% of patients, compared to 59% by panel testing. Finally, WGS of cell-free DNA (cfDNA) from patients with a high cfDNA tumour fraction (>7%), enables high-likelihood CUPPA predictions in 41% of cases. WGTS is therefore superior to panel testing, broadens treatment options, and is feasible using routine pathology samples and cfDNA.

Suggested Citation

  • Richard J. Rebello & Atara Posner & Ruining Dong & Owen W. J. Prall & Tharani Sivakumaran & Camilla B. Mitchell & Aidan Flynn & Alex Caneborg & Catherine Mitchell & Sehrish Kanwal & Clare Fedele & Sam, 2025. "Whole genome sequencing improves tissue-of-origin diagnosis and treatment options for cancer of unknown primary," Nature Communications, Nature, vol. 16(1), pages 1-15, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-59661-x
    DOI: 10.1038/s41467-025-59661-x
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-025-59661-x
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-025-59661-x?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. Viktor A. Adalsteinsson & Gavin Ha & Samuel S. Freeman & Atish D. Choudhury & Daniel G. Stover & Heather A. Parsons & Gregory Gydush & Sarah C. Reed & Denisse Rotem & Justin Rhoades & Denis Loginov & , 2017. "Scalable whole-exome sequencing of cell-free DNA reveals high concordance with metastatic tumors," Nature Communications, Nature, vol. 8(1), pages 1-13, December.
    3. 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.
    4. 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.
    5. Luan Nguyen & Arne Hoeck & Edwin Cuppen, 2022. "Machine learning-based tissue of origin classification for cancer of unknown primary diagnostics using genome-wide mutation features," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    6. Nazneen Rahman, 2014. "Realizing the promise of cancer predisposition genes," Nature, Nature, vol. 505(7483), pages 302-308, January.
    7. 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.
    8. Nazneen Rahman, 2014. "Correction: Corrigendum: Realizing the promise of cancer predisposition genes," Nature, Nature, vol. 510(7503), pages 176-176, June.
    9. Wei Jiao & Gurnit Atwal & Paz Polak & Rosa Karlic & Edwin Cuppen & Alexandra Danyi & Jeroen Ridder & Carla Herpen & Martijn P. Lolkema & Neeltje Steeghs & Gad Getz & Quaid D. Morris & Lincoln D. Stein, 2020. "A deep learning system accurately classifies primary and metastatic cancers using passenger mutation patterns," Nature Communications, Nature, vol. 11(1), pages 1-12, December.
    10. Shanshan Zou & Jiarui Li & Huabang Zhou & Christian Frech & Xiaolan Jiang & Jeffrey S. C. Chu & Xinyin Zhao & Yuqiong Li & Qiaomei Li & Hui Wang & Jingyi Hu & Guanyi Kong & Mengchao Wu & Chuanfan Ding, 2014. "Mutational landscape of intrahepatic cholangiocarcinoma," Nature Communications, Nature, vol. 5(1), pages 1-11, December.
    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. Mischan Vali-Pour & Solip Park & Jose Espinosa-Carrasco & Daniel Ortiz-Martínez & Ben Lehner & Fran Supek, 2022. "The impact of rare germline variants on human somatic mutation processes," Nature Communications, Nature, vol. 13(1), pages 1-21, December.
    2. Sebastian Hollizeck & Ning Wang & Stephen Q. Wong & Cassandra Litchfield & Jerick Guinto & Sarah Ftouni & Richard Rebello & Sehrish Kanwal & Ruining Dong & Sean Grimmond & Shahneen Sandhu & Linda Mile, 2024. "Unravelling mutational signatures with plasma circulating tumour DNA," Nature Communications, Nature, vol. 15(1), pages 1-9, December.
    3. 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.
    4. Noah Sasa & Toshihiro Kishikawa & Masashi Mori & Rie Ito & Yumie Mizoro & Masami Suzuki & Hirotaka Eguchi & Hidenori Tanaka & Takahito Fukusumi & Motoyuki Suzuki & Yukinori Takenaka & Keisuke Nimura &, 2025. "Intratumor heterogeneity of HPV integration in HPV-associated head and neck cancer," Nature Communications, Nature, vol. 16(1), pages 1-22, December.
    5. Caralyn Reisle & Laura M. Williamson & Erin Pleasance & Anna Davies & Brayden Pellegrini & Dustin W. Bleile & Karen L. Mungall & Eric Chuah & Martin R. Jones & Yussanne Ma & Eleanor Lewis & Isaac Beck, 2022. "A platform for oncogenomic reporting and interpretation," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    6. Antonio Rodriguez-Calero & John Gallon & Dilara Akhoundova & Sina Maletti & Alison Ferguson & Joanna Cyrta & Ursula Amstutz & Andrea Garofoli & Viola Paradiso & Scott A. Tomlins & Ekkehard Hewer & Ver, 2022. "Alterations in homologous recombination repair genes in prostate cancer brain metastases," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
    7. Feifei Xie & Shuzhen Luo & Dongbing Liu & Xiaojing Lu & Ming Wang & Xiaoxiao Liu & Fujian Jia & Yuzhi Pang & Yanying Shen & Chunling Zeng & Xinli Ma & Daoqiang Tang & Lin Tu & Linxi Yang & Yumei Cheng, 2024. "Genomic and transcriptomic landscape of human gastrointestinal stromal tumors," Nature Communications, Nature, vol. 15(1), pages 1-20, December.
    8. André Bortolini Silveira & Alexandre Houy & Olivier Ganier & Begüm Özemek & Sandra Vanhuele & Anne Vincent-Salomon & Nathalie Cassoux & Pascale Mariani & Gaelle Pierron & Serge Leyvraz & Damian Rieke , 2024. "Base-excision repair pathway shapes 5-methylcytosine deamination signatures in pan-cancer genomes," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    9. Mei Lin & Xiao-Long Zhang & Rui You & You-Ping Liu & Hong-Min Cai & Li-Zhi Liu & Xue-Fei Liu & Xiong Zou & Yu-Long Xie & Ru-Hai Zou & Yi-Nuan Zhang & Rui Sun & Wei-Yi Feng & Hai-Yan Wang & Gui-Hua Tao, 2023. "Evolutionary route of nasopharyngeal carcinoma metastasis and its clinical significance," Nature Communications, Nature, vol. 14(1), pages 1-21, December.
    10. 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.
    11. Mingyun Bae & Gyuhee Kim & Tae-Rim Lee & Jin Mo Ahn & Hyunwook Park & Sook Ryun Park & Ki Byung Song & Eunsung Jun & Dongryul Oh & Jeong-Won Lee & Young Sik Park & Ki-Won Song & Jeong-Sik Byeon & Bo H, 2023. "Integrative modeling of tumor genomes and epigenomes for enhanced cancer diagnosis by cell-free DNA," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    12. 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.
    13. 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.
    14. Sriram Vijayraghavan & Thomas Blouin & James McCollum & Latarsha Porcher & François Virard & Jiri Zavadil & Carol Feghali-Bostwick & Natalie Saini, 2024. "Widespread mutagenesis and chromosomal instability shape somatic genomes in systemic sclerosis," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    15. 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.
    16. Dilys D. Weijers & Snežana Hinić & Emma Kroeze & Mark AJ Gorris & Gerty Schreibelt & Sjors Middelkamp & Arjen R. Mensenkamp & Reno Bladergroen & Kiek Verrijp & Nicoline Hoogerbrugge & Pieter Wesseling, 2025. "Unraveling mutagenic processes influencing the tumor mutational patterns of individuals with constitutional mismatch repair deficiency," Nature Communications, Nature, vol. 16(1), pages 1-13, December.
    17. Yasha Butt & Ramin Sakhtemani & Rukshana Mohamad-Ramshan & Michael S. Lawrence & Ashok S. Bhagwat, 2024. "Distinguishing preferences of human APOBEC3A and APOBEC3B for cytosines in hairpin loops, and reflection of these preferences in APOBEC-signature cancer genome mutations," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
    18. Peter Georgeson & Tabitha A. Harrison & Bernard J. Pope & Syed H. Zaidi & Conghui Qu & Robert S. Steinfelder & Yi Lin & Jihoon E. Joo & Khalid Mahmood & Mark Clendenning & Romy Walker & Efrat L. Amita, 2022. "Identifying colorectal cancer caused by biallelic MUTYH pathogenic variants using tumor mutational signatures," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    19. Bernard C. H. Lee & Philip S. Robinson & Tim H. H. Coorens & Helen H. N. Yan & Sigurgeir Olafsson & Henry Lee-Six & Mathijs A. Sanders & Hoi Cheong Siu & James Hewinson & Sarah S. K. Yue & Wai Yin Tsu, 2022. "Mutational landscape of normal epithelial cells in Lynch Syndrome patients," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
    20. Amanda Fitzpatrick & Marjan Iravani & Adam Mills & David Vicente & Thanussuyah Alaguthurai & Ioannis Roxanis & Nicholas C. Turner & Syed Haider & Andrew N. J. Tutt & Clare M. Isacke, 2023. "Genomic profiling and pre-clinical modelling of breast cancer leptomeningeal metastasis reveals acquisition of a lobular-like phenotype," Nature Communications, Nature, vol. 14(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:16:y:2025:i:1:d:10.1038_s41467-025-59661-x. 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.