All Publications

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  1. Stashko C, Hayward MK, Northey JJ, Pearson N, Ironside AJ, Lakins JN, Oria R, Goyette MA, Mayo L, Russnes HG, Hwang ES, Kutys ML, Polyak K, Weaver VM. A convolutional neural network STIFMap reveals associations between stromal stiffness and EMT in breast cancer. Nat Commun. 2023 Jun 15; 14(1):3561. View in PubMed
  2. Metcalf KJ, Hayward MK, Berens E, Ironside AJ, Stashko C, Hwang ES, Weaver VM. Immunosuppressive glycoproteins associate with breast tumor fibrosis and aggression. Matrix Biol Plus. 2022 Jun; 14:100105. View in PubMed
  3. Hayward MK, Muncie JM, Weaver VM. Tissue mechanics in stem cell fate, development, and cancer. Dev Cell. 2021 07 12; 56(13):1833-1847. View in PubMed
  4. Hayward MK, Weaver VM. Improving DCIS diagnosis and predictive outcome by applying artificial intelligence. Biochim Biophys Acta Rev Cancer. 2021 08; 1876(1):188555. View in PubMed
  5. Hayward MK, Louise Jones J, Hall A, King L, Ironside AJ, Nelson AC, Shelley Hwang E, Weaver VM. Derivation of a nuclear heterogeneity image index to grade DCIS. Comput Struct Biotechnol J. 2020; 18:4063-4070. View in PubMed
  6. Mary-Kate Hayward, J. Louise Jones, Allison Hall, Lorraine King, Alastair J. Ironside, Andrew C. Nelson, E. Shelley Hwang, Valerie M. Weaver. Derivation of a nuclear heterogeneity image index to grade DCIS. Computational and Structural Biotechnology Journal. 2020. View in PubMed
  7. Northey JJ, Barrett AS, Acerbi I, Hayward MK, Talamantes S, Dean IS, Mouw JK, Ponik SM, Lakins JN, Huang PJ, Wu J, Shi Q, Samson S, Keely PJ, Mukhtar RA, Liphardt JT, Shepherd JA, Hwang ES, Chen YY, Hansen KC, Littlepage LE, Weaver VM. Stiff stroma increases breast cancer risk by inducing the oncogene ZNF217. J Clin Invest. 2020 11 02; 130(11):5721-5737. View in PubMed
  8. Piersma B, Hayward MK, Weaver VM. Fibrosis and cancer: A strained relationship. Biochim Biophys Acta Rev Cancer. 2020 04; 1873(2):188356. View in PubMed