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Spatial heterogeneity and organization of tumor mutation burden and immune infiltrates within tumors based on whole slide images correlated with patient survival in bladder cancer

Hongming Xu, Sunho Park, View ORCID ProfileJean René Clemenceau, Jinhwan Choi, Nathan Radakovich, Sung Hak Lee, Tae Hyun Hwang
doi: https://doi.org/10.1101/554527
Hongming Xu
1Department of Quantitative Health Sciences, Cleveland Clinic Lerner College of Medicine of Case Western Reserve University, Cleveland, OH 44195, USA
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Sunho Park
1Department of Quantitative Health Sciences, Cleveland Clinic Lerner College of Medicine of Case Western Reserve University, Cleveland, OH 44195, USA
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Jean René Clemenceau
1Department of Quantitative Health Sciences, Cleveland Clinic Lerner College of Medicine of Case Western Reserve University, Cleveland, OH 44195, USA
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  • ORCID record for Jean René Clemenceau
Jinhwan Choi
1Department of Quantitative Health Sciences, Cleveland Clinic Lerner College of Medicine of Case Western Reserve University, Cleveland, OH 44195, USA
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Nathan Radakovich
1Department of Quantitative Health Sciences, Cleveland Clinic Lerner College of Medicine of Case Western Reserve University, Cleveland, OH 44195, USA
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Sung Hak Lee
2Department of Hospital Pathology, Seoul St.Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, 06591 South Korea
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  • For correspondence: hakjjang@catholic.ac.kr hwangt@ccf.org
Tae Hyun Hwang
1Department of Quantitative Health Sciences, Cleveland Clinic Lerner College of Medicine of Case Western Reserve University, Cleveland, OH 44195, USA
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  • For correspondence: hakjjang@catholic.ac.kr hwangt@ccf.org
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Abstract

High-TMB (TMB-H) could result in an increased number of neoepitopes from somatic mutations expressed by a patient’s own tumor cell which can be recognized and targeted by neighboring tumor-infiltrating lymphocytes (TILs). Deeper understanding of spatial heterogeneity and organization of tumor cells and their neighboring immune infiltrates within tumors could provide new insights into tumor progression and treatment response. Here we developed and applied computational approaches using digital whole slide images (WSIs) to investigate spatial heterogeneity and organization of regions harboring TMB-H tumor cells and TILs within tumors, and its prognostic utility. In experiments using WSIs from The Cancer Genome Atlas bladder cancer (BLCA), our findings show that WSI-based approaches can reliably predict patient-level TMB status and delineate spatial TMB heterogeneity and co-organization with TILs. TMB-H patients with low spatial heterogeneity enriched with high TILs show improved overall survival indicating a prognostic role of spatial TMB and TILs information in BLCA.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • Compared with the previous version, we integrated TMB spatial heterogeneity and TILs analysis together on TCGA BLCA cohort.

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 20, 2020.
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Spatial heterogeneity and organization of tumor mutation burden and immune infiltrates within tumors based on whole slide images correlated with patient survival in bladder cancer
Hongming Xu, Sunho Park, Jean René Clemenceau, Jinhwan Choi, Nathan Radakovich, Sung Hak Lee, Tae Hyun Hwang
bioRxiv 554527; doi: https://doi.org/10.1101/554527
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Spatial heterogeneity and organization of tumor mutation burden and immune infiltrates within tumors based on whole slide images correlated with patient survival in bladder cancer
Hongming Xu, Sunho Park, Jean René Clemenceau, Jinhwan Choi, Nathan Radakovich, Sung Hak Lee, Tae Hyun Hwang
bioRxiv 554527; doi: https://doi.org/10.1101/554527

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