[HTML][HTML] Machine learning for perturbational single-cell omics
Cell biology is fundamentally limited in its ability to collect complete data on cellular
phenotypes and the wide range of responses to perturbation. Areas such as computer vision …
phenotypes and the wide range of responses to perturbation. Areas such as computer vision …
Global absence and targeting of protective immune states in severe COVID-19
Although infection with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has
pleiotropic and systemic effects in some individuals,–, many others experience milder …
pleiotropic and systemic effects in some individuals,–, many others experience milder …
Unraveling non-genetic heterogeneity in cancer with dynamical models and computational tools
Individual cells within an otherwise genetically homogenous population constantly undergo
fluctuations in their molecular state, giving rise to non-genetic heterogeneity. Such diversity …
fluctuations in their molecular state, giving rise to non-genetic heterogeneity. Such diversity …
Next-Generation Morphometry for pathomics-data mining in histopathology
Pathology diagnostics relies on the assessment of morphology by trained experts, which
remains subjective and qualitative. Here we developed a framework for large-scale …
remains subjective and qualitative. Here we developed a framework for large-scale …
Context specificity of the EMT transcriptional response
DP Cook, BC Vanderhyden - Nature communications, 2020 - nature.com
Epithelial–mesenchymal plasticity contributes to many biological processes, including tumor
progression. Various epithelial–mesenchymal transition (EMT) responses have been …
progression. Various epithelial–mesenchymal transition (EMT) responses have been …
[HTML][HTML] Trellis tree-based analysis reveals stromal regulation of patient-derived organoid drug responses
MR Zapatero, A Tong, JW Opzoomer, R O'Sullivan… - Cell, 2023 - cell.com
Patient-derived organoids (PDOs) can model personalized therapy responses; however,
current screening technologies cannot reveal drug response mechanisms or how tumor …
current screening technologies cannot reveal drug response mechanisms or how tumor …
Control of cell state transitions
Understanding cell state transitions and purposefully controlling them is a longstanding
challenge in biology. Here we present cell state transition assessment and regulation …
challenge in biology. Here we present cell state transition assessment and regulation …
scPerturb: harmonized single-cell perturbation data
Abstract Analysis across a growing number of single-cell perturbation datasets is hampered
by poor data interoperability. To facilitate development and benchmarking of computational …
by poor data interoperability. To facilitate development and benchmarking of computational …
[HTML][HTML] Transcriptional space-time mapping identifies concerted immune and stromal cell patterns and gene programs in wound healing and cancer
Tissue repair responses in metazoans are highly coordinated by different cell types over
space and time. However, comprehensive single-cell-based characterization covering this …
space and time. However, comprehensive single-cell-based characterization covering this …
Mapping cells through time and space with moscot
Single-cell genomics technologies enable multimodal profiling of millions of cells across
temporal and spatial dimensions. Experimental limitations prevent the measurement of all …
temporal and spatial dimensions. Experimental limitations prevent the measurement of all …