• Locations of cells are considered random and

to follow a point process

• Marked point patterns have covariates (cell

shape, area, expression of CD3) associated

with each point

• Multitype point patterns have multiple types

of points

• Gray are tumor cells, red are immune cells

• Specifically interested in spatial arrangement of

immune cells

Spatial point patterns

3