Cell morphology best predicts tumorigenicity and metastasis in vivo across multiple TNBC cell lines of different metastatic potential
Conner, S. J.; Guarin, J. R.; Le, T. T.; Fatherree, J. P.; Kelley, C. A.; Payne, S. L.; Salhany, K.; McGinn, R. A.; Henrich, E.; Yui, A.; Parker, S. R.; Srinivasan, D.; Bloomer, H.; Borges, H.; Oudin, M. J.
Show abstract
BackgroundMetastasis is the leading cause of death in breast cancer patients. For metastasis to occur, tumor cells must invade locally, intravasate, and colonize distant tissues and organs, all steps that require tumor cell migration. The majority of studies on invasion and metastasis rely on human breast cancer cell lines. While it is known that these cells have different properties and abilities for growth and metastasis, the in vitro morphological, proliferative, migratory, and invasive behavior of these cell lines and their correlation to in vivo behavior is poorly understood. Thus, we sought to classify each cell line as poorly or highly metastatic by characterizing tumor growth and metastasis in a murine model of six commonly used human triple-negative breast cancer xenografts, as well as determine which in vitro assays commonly used to study cell motility best predict in vivo metastasis. MethodsWe evaluated the liver and lung metastasis of human TNBC cell lines MDA-MB-231, MDA-MB-468, BT549, Hs578T, BT20, and SUM159 in immunocompromised mice. We characterized each cell lines cell morphology, proliferation, and motility in 2D and 3D to determine the variation in these parameters between cell lines. ResultsWe identified MDA-MB-231, MDA-MB-468, and BT549 cells as highly tumorigenic and metastatic, Hs578T as poorly tumorigenic and metastatic, BT20 as intermediate tumorigenic with poor metastasis to the lungs but highly metastatic to the livers, and SUM159 as intermediate tumorigenic but poorly metastatic to the lungs and livers. We showed that metrics that characterize cell morphology are the most predictive of tumor growth and metastatic potential to the lungs and liver. Further, we found that no single in vitro motility assay in 2D or 3D significantly correlated with metastasis in vivo. ConclusionsOur results provide an important resource for the TNBC research community, identifying the metastatic potential of 6 commonly used cell lines. Our findings also support the use of cell morphological analysis to investigate the metastatic potential and emphasize the need for multiple in vitro motility metrics using multiple cell lines to represent the heterogeneity of metastasis in vivo.
Matching journals
The top 8 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Emerin deficiency drives MCF7 cells to an invasive phenotype 95%
- Drug resistant pancreatic cancer cells exhibit altered biophysical interactions with stromal fibroblasts in imaging studies of 3D co-culture models 94%
- S100A8/A9 mediate the reprograming of normal mammary epithelial cells induced by dynamic cell-cell interactions with adjacent breast cancer cells. 94%
Similar papers in this journal
- Evaluation of deacetylase inhibition in metaplastic breast carcinoma using multiple derivations of preclinical models of a new patient-derived tumor 95%
- Laminin N-terminus α31 is upregulated in invasive ductal breast cancer and changes the mode of tumour invasion. 95%
- Geldanamycin treatment does not result in anti-cancer activity in a preclinical model of orthotopic mesothelioma 93%
Similar papers in this journal
- Formins and Arp2/3 Reciprocally Regulate Contact Guidance on Aligned Collagen Fibrils 92%
- Rational design of HER2-targeted combination therapies to reverse drug resistance in fibroblast-protected HER2+ breast cancer cells. 92%
- Empowering High Throughput Screening of 3D Models: Automated Dispensing of Cervical and Endometrial Cancer Cells 91%
Similar papers in this journal
- Suppression of Ovarian Cancer Cell Proliferation is Associated with Upregulation of Cell-Matrix Adhesion Programs and Integrin-β4-Induced Cell Protection from Cisplatin. 94%
- HERC1 regulates breast cancer cells migration and invasion 94%
- HIF-dependent expression of creatine kinase brain isoform (CKB) promotes breast cancer metastasis, whereas cyclocreatine therapy impairs invasion and improves the efficacy of conventional chemotherapies 93%
Similar papers in this journal
- Identifying and targeting key driver genes for collagen production within the 11q13/14 breast cancer amplicon 94%
- Targeting metabolic adaptations in the breast cancer liver metastatic niche using dietary approaches to improve endocrine therapy efficacy 94%
- Metastasis-specific gene expression in autochthonous and allograft mouse mammary tumor models: stratificationand identification of targetable signatures 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.