Hang Chang

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2016
Cheng Q, Bilgin CCagatay, Fonteney G, Chang H, Henderson M, Han J, Parvin B.  2016.  Stiffness of the microenvironment upregulates ERBB2 expression in 3D cultures of MCF10A within the range of mammographic density.. Sci Rep. 6:28987.
Zhong C, Han J, Borowsky A, Parvin B, Wang Y, Chang H.  2016.  When machine vision meets histology: A comparative evaluation of model architecture for classification of histology sections.. Med Image Anal. 35:530-543.
2015
Chang H, Wen Q, Parvin B.  2015.  Coupled segmentation of nuclear and membrane-bound macromolecules through voting and multiphase level set. Pattern Recognition. 48:882–893.
Parvin B, Chang H, Han J, Fontenay G.  2015.  Diagnostic and prognostic histopathology system using morphometric indices.
Parvin B., Chang H, Zhou Y..  2015.  Methods for delineating cellular regions and classifying regions of histopathology and microanatomy.
Zhou Y, Chang H, Barner KE, Parvin B.  2015.  Nuclei segmentation via sparsity constrained convolutional regression. 12th {IEEE} International Symposium on Biomedical Imaging, {ISBI} 2015, Brooklyn, NY, USA, April 16-19, 2015.
Chang H, Spellman PT, Parvin B.  2015.  Predictive sparse morphometric context for classification of histology sections. 12th {IEEE} International Symposium on Biomedical Imaging, {ISBI} 2015, Brooklyn, NY, USA, April 16-19, 2015.
Groesser T, Fontenay GV, Han J, Chang H, Pluth J, Parvin B.  2015.  Quantification of the Dynamics of DNA Repair to Ionizing Radiation via Colocalization of 53BP1 and γH2AX. Video Bioinformatics: From Live Imaging to Knowledge.
Chang H, Zhou Y, Borowsky A, Barner KE, Spellman PT, Parvin B.  2015.  Stacked Predictive Sparse Decomposition for Classification of Histology Sections. International Journal of Computer Vision. 113:3–18.
2014
Zhou Y, Chang H, Barner KE, Spellman PT, Parvin B.  2014.  Classification of Histology Sections via Multispectral Convolutional Sparse Coding. 2014 {IEEE} Conference on Computer Vision and Pattern Recognition, {CVPR} 2014, Columbus, OH, USA, June 23-28, 2014.
DeFilippis RAnna, Fordyce C, Patten K, Chang H, Zhao J, Fontenay GV, Kerlikowske K, Parvin B, Tlsty TD.  2014.  Stress signaling from human mammary epithelial cells contributes to phenotypes of mammographic density. Cancer Res. 74:5032-44.
2013
Dumont N, Liu B, DeFilippis RAnna, Chang H, Rabban JT, Karnezis AN, Tjoe JA, Marx J, Parvin B, Tlsty TD.  2013.  Breast fibroblasts modulate early dissemination, tumorigenesis, and metastasis through alteration of extracellular matrix characteristics. Neoplasia. 15:249-62.
Chang H, Nayak N, Spellman PT, Parvin B.  2013.  Characterization of Tissue Histopathology via Predictive Sparse Decomposition and Spatial Pyramid Matching. Medical Image Computing and Computer-Assisted Intervention - {MICCAI} 2013 - 16th International Conference, Nagoya, Japan, September 22-26, 2013, Proceedings, Part {II}.
Chang H, Borowsky A, Spellman PT, Parvin B.  2013.  Classification of Tumor Histology via Morphometric Context. 2013 {IEEE} Conference on Computer Vision and Pattern Recognition, Portland, OR, USA, June 23-28, 2013.
Nayak N, Chang H, Borowsky A, Spellman PT, Parvin B.  2013.  Classification of tumor histopathology via sparse feature learning. {ISBI}.
Bilgin CCagatay, Kim S, Leung E, Chang H, Parvin B.  2013.  Integrated profiling of three dimensional cell culture models and 3D microscopy. Bioinformatics. 29:3087–3093.
Chang H, Han J, Borowsky A, Loss LA, Gray JW, Spellman PT, Parvin B.  2013.  Invariant Delineation of Nuclear Architecture in Glioblastoma Multiforme for Clinical and Molecular Association. {IEEE} Trans. Med. Imaging. 32:670–682.
Chang H, Fontenay G, Bilgin CCagatay, Borowsky A, Spellman P, Parvin B.  2013.  Molecular Correlates of Morphometric Subtypes in Glioblastoma Multiforme. Computational Systems Biology: From Molecular Mechanisms to Disease: Second Edition. :423–454.
Chang H, Zhou Y, Spellman PT, Parvin B.  2013.  Stacked Predictive Sparse Coding for Classification of Distinct Regions in Tumor Histopathology. {IEEE} International Conference on Computer Vision, {ICCV} 2013, Sydney, Australia, December 1-8, 2013.
2012
Loss LA, Bebis G, Chang H, Auer M, Sarkar P, Parvin B.  2012.  Automatic segmentation and quantification of filamentous structures in electron tomography. {ACM} International Conference on Bioinformatics, Computational Biology and Biomedicine, BCB’ 12, Orlando, FL, {USA} - October 08 - 10, 2012.
Chang H, Loss LA, Spellman PT, Borowsky A, Parvin B.  2012.  Batch-invariant nuclear segmentation in whole mount histology sections. 9th {IEEE} International Symposium on Biomedical Imaging: From Nano to Macro, {ISBI} 2012, May 2-5, 2012, Barcelona, Spain, Proceedings.
DeFilippis RAnna, Chang H, Dumont N, Rabban JT, Chen Y-Y, Fontenay GV, Berman HK, Gauthier ML, Zhao J, Hu D et al..  2012.  CD36 repression activates a multicellular stromal program shared by high mammographic density and tumor tissues. Cancer Discov. 2:826-39.
Loss LA, Chang H, Sarkar P, Auer M, Parvin B.  2012.  Detection of 3D filamentous networks from tomographic electron microscopy. 9th {IEEE} International Symposium on Biomedical Imaging: From Nano to Macro, {ISBI} 2012, May 2-5, 2012, Barcelona, Spain, Proceedings.
Nath S, Spencer VA, Han J, Chang H, Zhang K, Fontenay GV, Anderson C, Hyman JM, Nilsen-Hamilton M, Chang Y-T et al..  2012.  Identification of fluorescent compounds with non-specific binding property via high throughput live cell microscopy. PLoS One. 7:e28802.
Han J, Chang H, Fontenay G, Spellman PT, Borowsky A, Parvin B.  2012.  Molecular bases of morphometric composition in Glioblastoma multiforme. 9th {IEEE} International Symposium on Biomedical Imaging: From Nano to Macro, {ISBI} 2012, May 2-5, 2012, Barcelona, Spain, Proceedings.

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