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A robust unsupervised machine-learning method to quantify the morphological heterogeneity of cells and nuclei
Cell morphology encodes essential information on many underlying biological processes. It
is commonly used by clinicians and researchers in the study, diagnosis, prognosis, and …
is commonly used by clinicians and researchers in the study, diagnosis, prognosis, and …
Cell form and function: interpreting and controlling the shape of adherent cells
Beautiful images of animal cells cultured on surfaces are ubiquitous in biological research,
but these shapes also carry valuable information about the cells and the organism that they …
but these shapes also carry valuable information about the cells and the organism that they …
[HTML][HTML] High-content analysis shows synergistic effects of low perfluorooctanoic acid (PFOS) and perfluorooctane sulfonic acid (PFOA) mixture concentrations on …
Perfluoroalkyl substances (PFAS) have been associated with cancer, but the potential
underlying mechanisms need to be further elucidated and include studies of PFAS mixtures …
underlying mechanisms need to be further elucidated and include studies of PFAS mixtures …
Single-cell morphology encodes metastatic potential
A central goal of precision medicine is to predict disease outcomes and design treatments
based on multidimensional information from afflicted cells and tissues. Cell morphology is …
based on multidimensional information from afflicted cells and tissues. Cell morphology is …
TOP-GAN: Stain-free cancer cell classification using deep learning with a small training set
We propose a new deep learning approach for medical imaging that copes with the problem
of a small training set, the main bottleneck of deep learning, and apply it for classification of …
of a small training set, the main bottleneck of deep learning, and apply it for classification of …
Cell fitness screens reveal a conflict between LINE-1 retrotransposition and DNA replication
LINE-1 retrotransposon overexpression is a hallmark of human cancers. We identified a
colorectal cancer wherein a fast-growing tumor subclone downregulated LINE-1, prompting …
colorectal cancer wherein a fast-growing tumor subclone downregulated LINE-1, prompting …
Quantitative phase microscopy spatial signatures of cancer cells
We present cytometric classification of live healthy and cancerous cells by using the spatial
morphological and textural information found in the label‐free quantitative phase images of …
morphological and textural information found in the label‐free quantitative phase images of …
Use of the p-values as a size-dependent function to address practical differences when analyzing large datasets
Biomedical research has come to rely on p-values as a deterministic measure for data-
driven decision-making. In the largely extended null hypothesis significance testing for …
driven decision-making. In the largely extended null hypothesis significance testing for …
Potassium channel-driven bioelectric signalling regulates metastasis in triple-negative breast cancer
Background There is a critical need to better understand the mechanisms that drive local cell
invasion and metastasis to develop new therapeutics targeting metastatic disease …
invasion and metastasis to develop new therapeutics targeting metastatic disease …
Cellular morphological features are predictive markers of cancer cell state
Even genetically identical cells have heterogeneous properties because of stochasticity in
gene or protein expression. Single cell techniques that assay heterogeneous properties …
gene or protein expression. Single cell techniques that assay heterogeneous properties …