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Di Federico A, Hong L, Elkrief A, Thummalapalli R, Cooper AJ, Ricciuti B, Digumarthy S, Alessi JV, Gogia P, Pecci F, Makarem M, Gandhi MM, Garbo E, Saini A, De Giglio A, Favorito V, Scalera S, Cipriani L, Marinelli D, Haradon D, Nguyen T, Haradon J, Voligny E, Vaz V, Gelsomino F, Sperandi F, Melotti B, Ladanyi M, Zhang J, Gibbons DL, Heymach JV, Nishino M, Lindsay J, Rodig SJ, Pfaff K, Sholl LM, Wang X, Johnson BE, Jänne PA, Rekhtman N, Maugeri-Saccà M, Heist RS, Ardizzoni A, Awad MM, Arbour KC, Schoenfeld AJ, Vokes NI, Luo J. Lung adenocarcinomas with mucinous histology: clinical, genomic, and immune microenvironment characterization and outcomes to immunotherapy-based treatments and KRAS G12C inhibitors. Ann Oncol 2025; 36:297-308. [PMID: 39637943 PMCID: PMC11845285 DOI: 10.1016/j.annonc.2024.11.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2024] [Revised: 11/25/2024] [Accepted: 11/26/2024] [Indexed: 12/07/2024] Open
Abstract
BACKGROUND Approximately 10% of lung adenocarcinomas (LUADs) have mucinous histology (LUADMuc), which is associated with a light/absent smoking history and a high prevalence of KRAS mutations. We sought to characterize LUADMuc by comparing it with LUAD without mucinous histology (LUADnon-muc) and determine the relative benefit of current treatments. PATIENTS AND METHODS Patients with LUAD from five institutions and The Cancer Genome Atlas Pan-Cancer Atlas classified as LUADMuc or LUADnon-muc were included. Clinicopathologic, genomic, immunophenotypic, transcriptional features, and treatment outcomes were compared between LUADMuc and LUADnon-muc. RESULTS Of 4082 patients with LUAD, 9.9% had LUADMuc. Compared with LUADnon-muc, patients with LUADMuc had a lighter smoking history (median 15 versus 20 pack-years; P = 0.008), lower programmed death-ligand 1 (PD-L1) tumor proportion score (median 0% versus 5%, P < 0.0001), and lower tumor mutation burden (median 6.8 versus 8.5 mutations/megabase, P < 0.0001). Mutations in KRAS, NKX2-1 [thyroid transcription factor 1 (TTF-1)], STK11, SMARCA4, GNAS, and ALK rearrangements were enriched in LUADMuc, while TP53, EGFR, BRAF, and MET mutations were enriched in LUADnon-muc. At stage IV diagnosis, LUADMuc was more likely to have contralateral lung metastasis (55.2% versus 36.9%, P < 0.0001) and less likely to have brain metastases (23.3% versus 41.9%, P < 0.0001). Compared with LUADnon-muc, LUADMuc cases showed lower intratumor CD8+, PD-1+, CD8+PD-1+, and FOXP3+ cells. Among metastatic cases receiving immune checkpoint inhibitors, compared with LUADnon-muc (n = 1511), LUADMuc (n = 112) had a lower objective response rate (ORR 8.4% versus 25.9%, P < 0.0001), and shorter median progression-free survival (mPFS 2.6 versus 3.9 months, P < 0.0001) and overall survival (mOS 9.9 versus 17.2 months, P < 0.0001). Similarly, patients with LUADMuc had worse outcomes to chemoimmunotherapy. LUADMuc (n = 18) and LUADnon-muc (n = 150) had similar ORR (16.7% versus 34.9%, P = 0.12) and mPFS (4.6 versus 5.6 months, P = 0.17) to treatment with KRASG12C inhibitors, but LUADMuc had shorter mOS (6.8 versus 10.8 months, P = 0.018). CONCLUSIONS LUADMuc represents a distinct LUAD subpopulation with unique clinicopathologic, genomic, immunophenotypic, and transcriptional features, achieving worse outcomes to standard immunotherapy-based treatments.
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Affiliation(s)
- A Di Federico
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston
| | - L Hong
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston
| | - A Elkrief
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York
| | - R Thummalapalli
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York
| | - A J Cooper
- Massachusetts General Hospital, Boston, USA
| | - B Ricciuti
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston
| | | | - J V Alessi
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston
| | - P Gogia
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York
| | - F Pecci
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston
| | - M Makarem
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston
| | - M M Gandhi
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston
| | - E Garbo
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston
| | - A Saini
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston
| | - A De Giglio
- Division of Medical Oncology, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna
| | - V Favorito
- Division of Medical Oncology, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna
| | - S Scalera
- Clinical Trial Center, Biostatistics and Bioinformatics Division, IRCCS Regina Elena National Cancer Institute, Rome
| | - L Cipriani
- Clinical Trial Center, Biostatistics and Bioinformatics Division, IRCCS Regina Elena National Cancer Institute, Rome
| | - D Marinelli
- Department of Experimental Medicine, Sapienza University, Rome, Italy
| | - D Haradon
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston
| | - T Nguyen
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston
| | - J Haradon
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston
| | - E Voligny
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston
| | - V Vaz
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston
| | - F Gelsomino
- Division of Medical Oncology, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna
| | - F Sperandi
- Division of Medical Oncology, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna
| | - B Melotti
- Division of Medical Oncology, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna
| | - M Ladanyi
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York
| | - J Zhang
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston
| | - D L Gibbons
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston
| | - J V Heymach
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston
| | - M Nishino
- Department of Radiology, Brigham and Women's Hospital, Boston; Department of Imaging, Dana-Farber Cancer Institute, Boston
| | - J Lindsay
- Center for Immuno-Oncology, Dana-Farber Cancer Institute, Boston
| | - S J Rodig
- Department of Pathology, Brigham and Women's Hospital, Boston
| | - K Pfaff
- Center for Immuno-Oncology, Dana-Farber Cancer Institute, Boston
| | - L M Sholl
- Department of Pathology, Brigham and Women's Hospital, Boston
| | - X Wang
- Department of Environmental Health, Harvard T.H. Chan School of Public Health, Harvard University, Boston
| | - B E Johnson
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston; Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, USA
| | - P A Jänne
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston; Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, USA
| | - N Rekhtman
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York
| | - M Maugeri-Saccà
- Clinical Trial Center, Biostatistics and Bioinformatics Division, IRCCS Regina Elena National Cancer Institute, Rome
| | - R S Heist
- Massachusetts General Hospital, Boston, USA
| | - A Ardizzoni
- Division of Medical Oncology, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna
| | - M M Awad
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston; Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, USA
| | - K C Arbour
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York
| | - A J Schoenfeld
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York
| | - N I Vokes
- Department of Thoracic/Head and Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston
| | - J Luo
- Lowe Center for Thoracic Oncology, Dana-Farber Cancer Institute, Boston; Department of Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, USA.
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Martínez-Ruiz C, Black JRM, Puttick C, Hill MS, Demeulemeester J, Larose Cadieux E, Thol K, Jones TP, Veeriah S, Naceur-Lombardelli C, Toncheva A, Prymas P, Rowan A, Ward S, Cubitt L, Athanasopoulou F, Pich O, Karasaki T, Moore DA, Salgado R, Colliver E, Castignani C, Dietzen M, Huebner A, Al Bakir M, Tanić M, Watkins TBK, Lim EL, Al-Rashed AM, Lang D, Clements J, Cook DE, Rosenthal R, Wilson GA, Frankell AM, de Carné Trécesson S, East P, Kanu N, Litchfield K, Birkbak NJ, Hackshaw A, Beck S, Van Loo P, Jamal-Hanjani M, Swanton C, McGranahan N. Genomic-transcriptomic evolution in lung cancer and metastasis. Nature 2023; 616:543-552. [PMID: 37046093 PMCID: PMC10115639 DOI: 10.1038/s41586-023-05706-4] [Citation(s) in RCA: 103] [Impact Index Per Article: 51.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2021] [Accepted: 01/04/2023] [Indexed: 04/14/2023]
Abstract
Intratumour heterogeneity (ITH) fuels lung cancer evolution, which leads to immune evasion and resistance to therapy1. Here, using paired whole-exome and RNA sequencing data, we investigate intratumour transcriptomic diversity in 354 non-small cell lung cancer tumours from 347 out of the first 421 patients prospectively recruited into the TRACERx study2,3. Analyses of 947 tumour regions, representing both primary and metastatic disease, alongside 96 tumour-adjacent normal tissue samples implicate the transcriptome as a major source of phenotypic variation. Gene expression levels and ITH relate to patterns of positive and negative selection during tumour evolution. We observe frequent copy number-independent allele-specific expression that is linked to epigenomic dysfunction. Allele-specific expression can also result in genomic-transcriptomic parallel evolution, which converges on cancer gene disruption. We extract signatures of RNA single-base substitutions and link their aetiology to the activity of the RNA-editing enzymes ADAR and APOBEC3A, thereby revealing otherwise undetected ongoing APOBEC activity in tumours. Characterizing the transcriptomes of primary-metastatic tumour pairs, we combine multiple machine-learning approaches that leverage genomic and transcriptomic variables to link metastasis-seeding potential to the evolutionary context of mutations and increased proliferation within primary tumour regions. These results highlight the interplay between the genome and transcriptome in influencing ITH, lung cancer evolution and metastasis.
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Affiliation(s)
- Carlos Martínez-Ruiz
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Genome Evolution Research Group, Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - James R M Black
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Genome Evolution Research Group, Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - Clare Puttick
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Genome Evolution Research Group, Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute and University College London Cancer Institute, London, UK
| | - Mark S Hill
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute and University College London Cancer Institute, London, UK
| | - Jonas Demeulemeester
- Cancer Genomics Laboratory, The Francis Crick Institute, London, UK
- Integrative Cancer Genomics Laboratory, Department of Oncology, KU Leuven, Leuven, Belgium
- VIB-KU Leuven Center for Cancer Biology, Leuven, Belgium
| | - Elizabeth Larose Cadieux
- Cancer Genomics Laboratory, The Francis Crick Institute, London, UK
- Medical Genomics, University College London Cancer Institute, London, UK
| | - Kerstin Thol
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Genome Evolution Research Group, Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - Thomas P Jones
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Genome Evolution Research Group, Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - Selvaraju Veeriah
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | | | - Antonia Toncheva
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - Paulina Prymas
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - Andrew Rowan
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute and University College London Cancer Institute, London, UK
| | - Sophia Ward
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute and University College London Cancer Institute, London, UK
- Advanced Sequencing Facility, The Francis Crick Institute, London, UK
| | - Laura Cubitt
- Advanced Sequencing Facility, The Francis Crick Institute, London, UK
| | - Foteini Athanasopoulou
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute and University College London Cancer Institute, London, UK
- Advanced Sequencing Facility, The Francis Crick Institute, London, UK
| | - Oriol Pich
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute and University College London Cancer Institute, London, UK
| | - Takahiro Karasaki
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute and University College London Cancer Institute, London, UK
- Cancer Metastasis Laboratory, University College London Cancer Institute, London, UK
| | - David A Moore
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute and University College London Cancer Institute, London, UK
- Department of Cellular Pathology, University College London Hospitals, London, UK
| | - Roberto Salgado
- Department of Pathology, ZAS Hospitals, Antwerp, Belgium
- Division of Research, Peter MacCallum Cancer Centre, Melbourne, Victoria, Australia
| | - Emma Colliver
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute and University College London Cancer Institute, London, UK
| | - Carla Castignani
- Cancer Genomics Laboratory, The Francis Crick Institute, London, UK
- Medical Genomics, University College London Cancer Institute, London, UK
| | - Michelle Dietzen
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Genome Evolution Research Group, Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute and University College London Cancer Institute, London, UK
| | - Ariana Huebner
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Genome Evolution Research Group, Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute and University College London Cancer Institute, London, UK
| | - Maise Al Bakir
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute and University College London Cancer Institute, London, UK
| | - Miljana Tanić
- Medical Genomics, University College London Cancer Institute, London, UK
- Experimental Oncology, Institute for Oncology and Radiology of Serbia, Belgrade, Serbia
| | - Thomas B K Watkins
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute and University College London Cancer Institute, London, UK
| | - Emilia L Lim
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute and University College London Cancer Institute, London, UK
| | - Ali M Al-Rashed
- Centre for Nephrology, Division of Medicine, University College London, London, UK
| | - Danny Lang
- Scientific Computing STP, Francis Crick Institute, London, UK
| | - James Clements
- Scientific Computing STP, Francis Crick Institute, London, UK
| | - Daniel E Cook
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute and University College London Cancer Institute, London, UK
| | - Rachel Rosenthal
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute and University College London Cancer Institute, London, UK
| | - Gareth A Wilson
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute and University College London Cancer Institute, London, UK
| | - Alexander M Frankell
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute and University College London Cancer Institute, London, UK
| | | | - Philip East
- Bioinformatics and Biostatistics, The Francis Crick Institute, London, UK
| | - Nnennaya Kanu
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
| | - Kevin Litchfield
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Tumour Immunogenomics and Immunosurveillance Laboratory, University College London Cancer Institute, London, UK
| | - Nicolai J Birkbak
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute and University College London Cancer Institute, London, UK
- Department of Molecular Medicine, Aarhus University Hospital, Aarhus, Denmark
- Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
- Bioinformatics Research Centre, Aarhus University, Aarhus, Denmark
| | - Allan Hackshaw
- Cancer Research UK & UCL Cancer Trials Centre, London, UK
| | - Stephan Beck
- Medical Genomics, University College London Cancer Institute, London, UK
| | - Peter Van Loo
- Cancer Genomics Laboratory, The Francis Crick Institute, London, UK
- Department of Genetics, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Mariam Jamal-Hanjani
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK
- Cancer Metastasis Laboratory, University College London Cancer Institute, London, UK
- Department of Medical Oncology, University College London Hospitals, London, UK
| | - Charles Swanton
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK.
- Cancer Evolution and Genome Instability Laboratory, The Francis Crick Institute and University College London Cancer Institute, London, UK.
- Department of Medical Oncology, University College London Hospitals, London, UK.
| | - Nicholas McGranahan
- Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK.
- Cancer Genome Evolution Research Group, Cancer Research UK Lung Cancer Centre of Excellence, University College London Cancer Institute, London, UK.
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