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Copy number-aware deconvolution of tumor-normal DNA methylation profiles

View ORCID ProfileElizabeth Larose Cadieux, View ORCID ProfileMiljana Tanić, View ORCID ProfileGareth A. Wilson, Toby Baker, Michelle Dietzen, Pawan Dhami, Heli Vaikkinen, Thomas B. K. Watkins, View ORCID ProfileNnennaya Kanu, View ORCID ProfileSelvaraju Veeriah, Mariam Jamal-Hanjani, View ORCID ProfileNicholas McGranahan, View ORCID ProfileAndrew Feber, View ORCID ProfileCharles Swanton, View ORCID ProfileStephan Beck, View ORCID ProfileJonas Demeulemeester, View ORCID ProfilePeter Van Loo on behalf of the TRACERx consortium
doi: https://doi.org/10.1101/2020.11.03.366252
Elizabeth Larose Cadieux
1The Francis Crick Institute, London, NW 1 1AT, UK
2University College London Cancer Institute, London, WC1E 6BT, UK
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  • ORCID record for Elizabeth Larose Cadieux
Miljana Tanić
2University College London Cancer Institute, London, WC1E 6BT, UK
3Institute for Oncology and Radiology of Serbia, 11000 Belgrade, Serbia
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Gareth A. Wilson
1The Francis Crick Institute, London, NW 1 1AT, UK
2University College London Cancer Institute, London, WC1E 6BT, UK
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Toby Baker
1The Francis Crick Institute, London, NW 1 1AT, UK
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Michelle Dietzen
1The Francis Crick Institute, London, NW 1 1AT, UK
2University College London Cancer Institute, London, WC1E 6BT, UK
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Pawan Dhami
2University College London Cancer Institute, London, WC1E 6BT, UK
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Heli Vaikkinen
2University College London Cancer Institute, London, WC1E 6BT, UK
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Thomas B. K. Watkins
1The Francis Crick Institute, London, NW 1 1AT, UK
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Nnennaya Kanu
2University College London Cancer Institute, London, WC1E 6BT, UK
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  • ORCID record for Nnennaya Kanu
Selvaraju Veeriah
2University College London Cancer Institute, London, WC1E 6BT, UK
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Mariam Jamal-Hanjani
2University College London Cancer Institute, London, WC1E 6BT, UK
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Nicholas McGranahan
2University College London Cancer Institute, London, WC1E 6BT, UK
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Andrew Feber
2University College London Cancer Institute, London, WC1E 6BT, UK
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Charles Swanton
1The Francis Crick Institute, London, NW 1 1AT, UK
4University College London Cancer Institute, Cancer Research UK Lung Cancer Centre of Excellence, London, WC1E 6DD, UK
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Stephan Beck
2University College London Cancer Institute, London, WC1E 6BT, UK
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Jonas Demeulemeester
1The Francis Crick Institute, London, NW 1 1AT, UK
5Department of Human Genetics, University of Leuven, B-3000 Leuven, Belgium
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Peter Van Loo
1The Francis Crick Institute, London, NW 1 1AT, UK
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  • For correspondence: Peter.VanLoo@crick.ac.uk
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SUMMARY

Aberrant DNA methylation is a hallmark of cancer development. Bisulfite sequencing of tumor samples can be used to study changes in the cancer methylome, but data interpretation is confounded by admixed normal cells and copy number changes. Here, we introduce CAMDAC, a novel method for Copy number-Aware Methylation Deconvolution Analysis of Cancers, enabling tumor purity, allele-specific copy number and deconvolved tumor methylation rate profiling from bulk tumor samples. We apply CAMDAC to 122 multi-region samples from 38 non-small cell lung cancers profiled by reduced representation bisulfite sequencing as part of TRACERx study. CAMDAC-derived purity and copy number profiles confirm those derived from matched whole-genome and whole-exome sequencing. Purified tumor methylation rates greatly enhance the accuracy of tumor-normal and tumor-tumor differential methylation calling and, in contrast to bulk signals, capture phylogenetic relationships between tumor clones. CAMDAC directly links genetic mutations and epigenetic changes, yields insights into allele-specific methylation and reveals (epi)genetic heterogeneity in solid tumors.

Competing Interest Statement

G.A.W. has consulted for and has stock options in Achilles Therapeutics. C.S. acknowledges grant support from Pfizer, AstraZeneca, Bristol Myers Squibb, Roche-Ventana, Boehringer-Ingelheim, Archer Dx Inc (collaboration in minimal residual disease sequencing technologies) and Ono Pharmaceutical, is an AstraZeneca Advisory Board member and Chief Investigator for the MeRmaiD1 clinical trial, has consulted for Pfizer, Novartis, GlaxoSmithKline, MSD, Bristol Myers Squibb, Celgene, AstraZeneca, Illumina, Genentech, Roche-Ventana, GRAIL, Medicxi, Bicycle Therapeutics, and the Sarah Cannon Research Institute, has stock options in Apogen Biotechnologies, Epic Bioscience, GRAIL, and has stock options and is co-founder of Achilles Therapeutics. All other authors declare no competing interests.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted November 04, 2020.
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Copy number-aware deconvolution of tumor-normal DNA methylation profiles
Elizabeth Larose Cadieux, Miljana Tanić, Gareth A. Wilson, Toby Baker, Michelle Dietzen, Pawan Dhami, Heli Vaikkinen, Thomas B. K. Watkins, Nnennaya Kanu, Selvaraju Veeriah, Mariam Jamal-Hanjani, Nicholas McGranahan, Andrew Feber, Charles Swanton, Stephan Beck, Jonas Demeulemeester, Peter Van Loo
bioRxiv 2020.11.03.366252; doi: https://doi.org/10.1101/2020.11.03.366252
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Copy number-aware deconvolution of tumor-normal DNA methylation profiles
Elizabeth Larose Cadieux, Miljana Tanić, Gareth A. Wilson, Toby Baker, Michelle Dietzen, Pawan Dhami, Heli Vaikkinen, Thomas B. K. Watkins, Nnennaya Kanu, Selvaraju Veeriah, Mariam Jamal-Hanjani, Nicholas McGranahan, Andrew Feber, Charles Swanton, Stephan Beck, Jonas Demeulemeester, Peter Van Loo
bioRxiv 2020.11.03.366252; doi: https://doi.org/10.1101/2020.11.03.366252

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