Gregory R. Johnson
Gregory R. Johnson
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Label-free prediction of three-dimensional fluorescence images from transmitted-light microscopy
C Ounkomol, S Seshamani, MM Maleckar, F Collman, GR Johnson
Nature methods 15 (11), 917-920, 2018
Joint modeling of cell and nuclear shape variation
GR Johnson, TE Buck, DP Sullivan, GK Rohde, RF Murphy
Molecular biology of the cell 26 (22), 4046-4056, 2015
Automated learning of subcellular variation among punctate protein patterns and a generative model of their relation to microtubules
GR Johnson, J Li, A Shariff, GK Rohde, RF Murphy
PLoS computational biology 11 (12), e1004614, 2015
Degradation of protein translation machinery by amino acid starvation-induced macroautophagy
C Gretzmeier, S Eiselein, GR Johnson, R Engelke, H Nowag, M Zarei, ...
Autophagy 13 (6), 1064-1075, 2017
Generative modeling with conditional autoencoders: Building an integrated cell
GR Johnson, RM Donovan-Maiye, MM Maleckar
arXiv preprint arXiv:1705.00092, 2017
Point process models for localization and interdependence of punctate cellular structures
Y Li, TD Majarian, AW Naik, GR Johnson, RF Murphy
Cytometry Part A 89 (7), 633-643, 2016
Building a 3D integrated cell
GR Johnson, RM Donovan-Maiye, MM Maleckar
bioRxiv, 238378, 2017
Three dimensional cross-modal image inference: label-free methods for subcellular structure prediction
C Ounkomol, DA Fernandes, S Seshamani, MM Maleckar, F Collman, ...
bioRxiv, 216606, 2017
Cell states beyond transcriptomics: integrating structural organization and gene expression in hiPSC-derived cardiomyocytes
KA Gerbin, T Grancharova, R Donovan-Maiye, MC Hendershott, J Brown, ...
bioRxiv, 2020
A method for characterizing phenotypic changes in highly variable cell populations and its application to high content screening of Arabidopsis thaliana protoplasts
GR Johnson, JD Kangas, A Dovzhenko, R Trojok, K Voigt, TD Majarian, ...
Cytometry Part A 91 (4), 326-335, 2017
Image-derived models of cell organization changes during differentiation and drug treatments
X Ruan, GR Johnson, I Bierschenk, R Nitschke, M Boerries, H Busch, ...
Molecular biology of the cell 31 (7), 655-666, 2020
Applications and Challenges of Machine Learning to Enable Realistic Cellular Simulations
R Vasan, MP Rowan, CT Lee, GR Johnson, P Rangamani, M Holst
Frontiers in Physics 7, 247, 2020
Image-derived Models of Cell Organization Changes During Differentiation of PC12 Cells
X Ruan, GR Johnson, I Bierschenk, R Nitschke, M Boerries, H Busch, ...
BioRxiv, 522763, 2019
Studying stem cell organization using “label-free” methods and a novel generative adversarial model
G Johnson, R Donovan-Maiye, C Ounkomol, MM Maleckar
Biophysical Journal 114 (3), 43a, 2018
Systems, devices, and methods for image processing to generate an image having predictive tagging
G Johnson, C Ounkomol, F Collman, S Seshamani
US Patent App. 16/304,021, 2019
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