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The Spatial Distribution of Immune Cells in Tumors

ORAL · Invited

Abstract

The goal of immunotherapy is to mobilize the immune system to kill cancer cells. Immunotherapy is more effective and, in general, the prognosis is better, when more immune cells infiltrate the tumor. We explore the question of whether the spatial distribution rather than just the density of immune cells in the tumor is important in forecasting whether cancer recurs. To do this, we have developed statistical techniques (occupancy, fractal dimension difference and a maximum entropy application) to quantify the spatial distribution of discrete point-like objects. For example, to compute occupancy, a grid of squares is placed over image. Squares are assigned 1’s (0’s) corresponding to yes (no) answers to a binary question asked of each square, e.g., “Is there at least one B cell in the square?” Occupancy is the fraction of squares with 1’s. We apply these techniques to tumor-infiltrating lymphocytes (TILs) in human triple negative breast cancer. Our results indicate that B and T cells in good outcome tumors (no recurrence within 5 years) are spatially dispersed, while B cells in poor outcome tumors (recurrence within 3 years) are more confined. Our results highlight the importance of spatial distribution of immune cells within tumors with regard to clinical outcome, and raise new questions on their role in cancer recurrence.

Publication: [1] C. C. Yu, J.C. Wortman, T.-F. He, S. Solomon, R.Z. Zhang, A. Rosario, R. Wang, T.Y. Tu, D. Schmolze, Y. Yuan, S.E. Yost, X. Li, H. Levine, G. Atwal, and P.P. Lee, "Physics Approaches to the Spatial Distribution of Immune Cells in Tumors," Reports on Progress in Physics 84 (2), 022601 (2021).<br>[2] J.C. Wortman, T.-F. He, S. Solomon, R.Z. Zhang, A. Rosario, R. Wang, T.Y. Tu, D. Schmolze, Y. Yuan, S.E. Yost, X. Li, H. Levine, G. Atwal, P.P. Lee, and C.C. Yu, "Spatial distribution of B cells and lymphocyte clusters as a predictor of triple-negative breast cancer outcome," NPJ Breast Cancer 7 (article number 84), 1-13 (2021).

Presenters

  • Clare C Yu

    University of California, Irvine

Authors

  • Clare C Yu

    University of California, Irvine

  • Juliana c Wortman

    UCI

  • Ting-Fang He

    City of Hope

  • Shawn Solomon

    City of Hope

  • Robert Zhang

    City of Hope

  • Robert Zhang

    City of Hope

  • Anthony Rosario

    City of Hope

  • Roger Wang

    City of Hope

  • Daniel Schmolze

    City of Hope

  • Yuan Yuan

    City of Hope

  • Susan Yost

    City of Hope

  • Xuefei Li

    Rice Univ

  • Herbert Levine

    Northeastern University, Northeastern Univ

  • Gurinder Atwal

    Cold Spring Harbor Lab

  • Travis Tu

    City of Hope

  • Peter P Lee

    City of Hope