A method of scoring a sample comprising tumor tissue taken from a cancer patient comprising: (i) using the sample comprising tumor tissue taken from the cancer patient, determining a score representative of a spatial proximity between at least one pair of cells, a first member of the at least one pair of cells expressing a first biomarker and a second member of the at least one pair of cells expressing a second biomarker that is different from the first biomarker; and (ii) recording the score, which score when compared to a threshold value is indicative of a likelihood that the cancer patient will respond positively to immunotherapy wherein the determining step comprises: (a) selecting a predetermined number of fields of view available from the sample comprising tumor tissue taken from the cancer patient, which is stained with a plurality of fluorescence tags, which selection is biased toward selecting fields of view that contain a greater number of cells that express the first biomarker relative to other fields of view; (b) for each of the selected fields of view, dilating fluorescence signals attributable to the first biomarker by a margin sufficient to encompass proximally located cells expressing the second biomarker; and (c) dividing a first total area for all cells from each of the selected fields of view, which express the second biomarker and are encompassed within the dilated fluorescence signals attributable to the cells expressing the first biomarker, with a normalization factor, and multiplying the resulting quotient by a predetermined factor to arrive at a spatial proximity score; wherein step (b) comprises i. generating a mask of all cells that are positive for the first biomarker; and ii. dilating the mask of all cells that are positive for the first biomarker to generate a dilated mask representative of a predetermined proximity within which an interacting cell positive for the second biomarker may be found. (i) using the sample comprising tumor tissue taken from the cancer patient, determining a score representative of a spatial proximity between at least one pair of cells, a first member of the at least one pair of cells expressing a first biomarker and a second member of the at least one pair of cells expressing a second biomarker that is different from the first biomarker; and (ii) recording the score, which score when compared to a threshold value is indicative of a likelihood that the cancer patient will respond positively to immunotherapy wherein the determining step comprises: (a) selecting a predetermined number of fields of view available from the sample comprising tumor tissue taken from the cancer patient, which is stained with a plurality of fluorescence tags, which selection is biased toward selecting fields of view that contain a greater number of cells that express the first biomarker relative to other fields of view; (b) for each of the selected fields of view, dilating fluorescence signals attributable to the first biomarker by a margin sufficient to encompass proximally located cells expressing the second biomarker; and (c) dividing a first total area for all cells from each of the selected fields of view, which express the second biomarker and are encompassed within the dilated fluorescence signals attributable to the cells expressing the first biomarker, with a normalization factor, and multiplying the resulting quotient by a predetermined factor to arrive at a spatial proximity score; (a) selecting a predetermined number of fields of view available from the sample comprising tumor tissue taken from the cancer patient, which is stained with a plurality of fluorescence tags, which selection is biased toward selecting fields of view that contain a greater number of cells that express the first biomarker relative to other fields of view; (b) for each of the selected fields of view, dilating fluorescence signals attributable to the first biomarker by a margin sufficient to encompass proximally located cells expressing the second biomarker; and (c) dividing a first total area for all cells from each of the selected fields of view, which express the second biomarker and are encompassed within the dilated fluorescence signals attributable to the cells expressing the first biomarker, with a normalization factor, and multiplying the resulting quotient by a predetermined factor to arrive at a spatial proximity score; wherein step (b) comprises i. generating a mask of all cells that are positive for the first biomarker; and ii. dilating the mask of all cells that are positive for the first biomarker to generate a dilated mask representative of a predetermined proximity within which an interacting cell positive for the second biomarker may be found. i. generating a mask of all cells that are positive for the first biomarker; and ii. dilating the mask of all cells that are positive for the first biomarker to generate a dilated mask representative of a predetermined proximity within which an interacting cell positive for the second biomarker may be found.