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Mutation divergence over space in tumour expansion

View ORCID ProfileHaiyang Li, Fengyu Tu, Lijuan Deng, Zixuan Yang, Yuqing Han, Xing Fu, Long Wang, Di Gu, View ORCID ProfileBenjamin Werner, View ORCID ProfileWeini Huang
doi: https://doi.org/10.1101/2022.12.21.521509
Haiyang Li
1Cancer Evolution Group, The State Key Laboratory of Bio-control, School of Life Sciences, Sun Yat-sen University, Guangzhou 510275, China
2Evolutionary Dynamics Group, Centre for Cancer Genomics and Computational Biology, Barts Cancer Institute, Queen Mary University of London, London, UK
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Fengyu Tu
1Cancer Evolution Group, The State Key Laboratory of Bio-control, School of Life Sciences, Sun Yat-sen University, Guangzhou 510275, China
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Lijuan Deng
1Cancer Evolution Group, The State Key Laboratory of Bio-control, School of Life Sciences, Sun Yat-sen University, Guangzhou 510275, China
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Zixuan Yang
1Cancer Evolution Group, The State Key Laboratory of Bio-control, School of Life Sciences, Sun Yat-sen University, Guangzhou 510275, China
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Yuqing Han
1Cancer Evolution Group, The State Key Laboratory of Bio-control, School of Life Sciences, Sun Yat-sen University, Guangzhou 510275, China
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Xing Fu
1Cancer Evolution Group, The State Key Laboratory of Bio-control, School of Life Sciences, Sun Yat-sen University, Guangzhou 510275, China
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Long Wang
1Cancer Evolution Group, The State Key Laboratory of Bio-control, School of Life Sciences, Sun Yat-sen University, Guangzhou 510275, China
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Di Gu
3The first affiliated hospital of Guangzhou Medical University, Guangzhou, China
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  • For correspondence: huangwn6@mail.sysu.edu.cn b.werner@qmul.ac.uk sveong@163.com
Benjamin Werner
2Evolutionary Dynamics Group, Centre for Cancer Genomics and Computational Biology, Barts Cancer Institute, Queen Mary University of London, London, UK
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  • For correspondence: huangwn6@mail.sysu.edu.cn b.werner@qmul.ac.uk sveong@163.com
Weini Huang
1Cancer Evolution Group, The State Key Laboratory of Bio-control, School of Life Sciences, Sun Yat-sen University, Guangzhou 510275, China
4School of Mathematical Sciences, Queen Mary University of London, London, UK
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  • For correspondence: huangwn6@mail.sysu.edu.cn b.werner@qmul.ac.uk sveong@163.com
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ABSTRACT

Mutation accumulation in tumour evolution is one major cause of intra-tumour heterogeneity (ITH), which often leads to drug resistance during treatment. Previous studies with multi-region sequencing have shown that mutation divergence among samples within the patient is common, and the importance of spatial sampling to obtain a complete picture in tumour measurements. However, quantitative comparisons of the relationship between mutation heterogeneity and tumour expansion modes, sampling distances as well as the sampling methods are still few. Here, we investigate how mutations diverge over space by varying the sampling distance and tumour expansion modes using individual based simulations. We measure ITH by the Jaccard index between samples and quantify how ITH increases with sampling distance, the pattern of which holds in various sampling methods and sizes. We also compare the inferred mutation rates based on the distributions of Variant Allele Frequencies (VAF) under different tumour expansion modes and sampling sizes. In exponentially fast expanding tumours, a mutation rate can always be inferred in any sampling size. However, the accuracy compared to the true value decreases when the sampling size decreases, where small sampling sizes result in a high estimate of the mutation rate. In addition, such an inference becomes unreliable when the tumour expansion is slower such as in surface growth.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • https://github.com/SYSU-BioEvoLab/Spatial_Heterogeneity

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. All rights reserved. No reuse allowed without permission.
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Posted December 22, 2022.
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Mutation divergence over space in tumour expansion
Haiyang Li, Fengyu Tu, Lijuan Deng, Zixuan Yang, Yuqing Han, Xing Fu, Long Wang, Di Gu, Benjamin Werner, Weini Huang
bioRxiv 2022.12.21.521509; doi: https://doi.org/10.1101/2022.12.21.521509
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Mutation divergence over space in tumour expansion
Haiyang Li, Fengyu Tu, Lijuan Deng, Zixuan Yang, Yuqing Han, Xing Fu, Long Wang, Di Gu, Benjamin Werner, Weini Huang
bioRxiv 2022.12.21.521509; doi: https://doi.org/10.1101/2022.12.21.521509

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