Quantitative and reliable measurement of cellular invasion is important to understand a range of biological processes such as cancer metastasis and angiogenesis. Spheroid invasion assays are an attractive in vitro platform because they effectively mimic the tumor cell invasion of solid tissues. Here, we developed an image analysis-based method to quantify the invasiveness of HT1080 human fibrosarcoma tumor cell spheroids. We segmented a cell-covered area into three subareas using objectively set threshold pixel intensities and calculated invasion indices using these subareas. comparison with conventional parameters for spheroid invasion assays, such as area, length, and detached cells, showed that our indices present the invasion event at an early time and without being convoluted by proliferation. As an application, we then examined paracrine interactions between LLC1 mouse lung carcinoma cells and Raw264.7 mouse macrophage cells with our developed analysis method. We found that the invasion of tumor spheroids was increased by a macrophage-conditioned medium, concomitantly with a decrease in tumor cell proliferation. importantly, invasion was further enhanced by a conditioned medium from activated macrophages by co-culture with tumor cells.
thus, our indices reveal that tumor cell invasion is facilitated in a feed-forward manner by communication between tumor cells and macrophages in the tumor microenvironment.Cellular migration and invasion are essential in many biological processes such as cancer metastasis 1-3 and angiogenesis by endothelial cells 4 . Several assays have been developed to measure cellular invasion 3 ; basically, the invasiveness of cells is measured by the distance or the path that cells travel in different setups such as Boyden chambers or wound healing assays. However, the cells are generally grown in two-dimensional (2D) in vitro space, which does not fully recapitulate the behavior of cells grown in three-dimensional (3D) in vivo tissue. Recently, spheroid-based 3D cultures have been widely employed in many applications, particularly drug discovery, as an in vivo-mimicking cellular platform 5-9 . In spheroid culture, cellular interactions among cells or with the extracellular matrix are better preserved 10,11 , and in addition, the physiological gradients inside of the tumor spheroid, such as oxygen, pH, and nutrients, create an environment that better mimics in vivo.To date, most analyses of the invasiveness of cells grown in spheroids have been qualitative and descriptive rather than quantitative [12][13][14] . Raw data of cellular invasion usually takes the form of micrographs that are taken from bright field microscopy, with subsequent quantitative analysis of the micrographs relying on computational image processing accompanied by an impartial determination of the key parameters. Although there are good examples of image analysis of bright field micrographs, such as yeast growth 15 and stem cell proliferation 16 analyses, accurate quantitation based on bright field micrographs is cha...