Browse
Submit Data
Databases
API
Help

Dataset Information

0 Views

0 Connections

0 Citations

0 Reanalyses

0 Downloads

Omics score: 0

A convolutional neural network STIFMap reveals associations between stromal stiffness and EMT in breast cancer

ABSTRACT: Intratumor heterogeneity associates with poor patient outcome. Stromal stiffening also accompanies cancer. Whether cancers demonstrate stiffness heterogeneity, and if this is linked to tumor cell heterogeneity remains unclear. We developed a method to measure the stiffness heterogeneity in human breast tumors that quantifies the stromal stiffness each cell experiences and permits visual registration with biomarkers of tumor progression. We present Spatially Transformed Inferential Force Map (STIFMap) which exploits computer vision to precisely automate atomic force microscopy (AFM) indentation combined with a trained convolutional neural network to predict stromal elasticity with micron-resolution using collagen morphological features and ground truth AFM data. We registered high-elasticity regions within human breast tumors colocalizing with markers of mechanical activation and an epithelial-to-mesenchymal transition (EMT). The findings highlight the utility of STIFMaps to assess mechanical heterogeneity of human tumors across length scales from single cells to whole tissues and implicates stromal stiffness in tumor cell heterogeneity.

ORGANISM(S): Homo sapiens

PROVIDER: GSE179983 | GEO | 2023/04/30

REPOSITORIES: GEO

ACCESS DATA

Json Xml

Dataset's files

Source:

			Action	DRS
		Other

Items per page:

1 - 1 of 1

Similar Datasets

Cell elasticity determines macrophage function.

Project description:We report that macrophage elasticity plays a dominant role in bacterial phagocytosis, release of TNF-alpha, and production of reactive oxygen species. We show that macrophage elasticity is modulated by mechanical factors including substrate rigidity and substrate stretch. Changes in macrophage elasticity are dependent upon the degree of actin polymerization, and mediated in part through small rhoGTPase activity. Moreover, the functional effects of macrophage elasticity are not predicted by gene expression profiles. Murine RAW 267.4 macrophages were separately grown on 2 matrix stiffness levels (1200, 150000 Pascals) for 0, 2, 6, 18 hours with 3 replicate sample experiments per condition. Total RNA extracted from the cells and profiled by microarrays. Keywords: Murine RAW 267.4 macrophage, matrix stiffness, phagocytosis, cell elasticity.

2012-03-28 | E-GEOD-36878 | biostudies-arrayexpress

RNA-seq of CAF05s grown on different substrates

Project description:Almost all solid tumors become stiff with progression of cancer. Cancer Associated Fibroblasts (CAFs), most abundant stromal cells in the tumor microenvironment (TME), are known to mediate the stiffening. While the biochemical crosstalk between CAFs and cancer cells have been widely investigated, it is yet not clear whether CAFs in stiffer TME promote metastatic progression, and if so, how. To address this question, here we explore the role of mechanical stiffness and cell traction force in regulating human colorectal CAF (CAF05 cell line) gene expressions that are relevant to metastatic progression. We cultured CAFs on 2D polyacrylamide hydrogels with increasing elastic modulus (E) of 1, 10 and 40 kPa, and quantified corresponding cell spreading area and cytoskeletal force. We performed genome-wide transcriptome analyses in these cells to identify differentially expressed genes on 40 KPa compared to those on 1 kPa substrate. The latter represents normal tissue stiffness of colon.

2023-04-18 | GSE229742 | GEO

RNA-seq of CAFs grown on different substrates

2022-06-15 | GSE205937 | GEO

Breast tumor stiffness instructs bone metastasis via mechanical memory

Project description:The mechanical microenvironment of primary breast tumors plays a substantial role in promoting tumor progression. While the transitory response of cancer cells to pathological stiffness in their native microenvironment has been well described, it is unclear whether mechanical stimuli in the primary tumor influence distant, late-stage metastatic phenotypes in absentia. Here, we show that primary tumor stiffness promotes stable yet non-genetically heritable phenotypes in breast cancer cells. This “mechanical memory” instructs cancer cells to adopt and maintain increased cytoskeletal dynamics, traction force, and 3D invasion in vitro, in addition to promoting osteolytic bone metastasis in vivo. We established a “mechanical conditioning score” comprised of mechanically-regulated genes as a proxy measurement of tumor stiffness response, and we show that it is associated with bone metastasis in patients. Using a discovery approach, we mechanistically traced mechanical memory in part to ERK-mediated mechanotransductive activation of RUNX2, an osteogenic gene bookmarker and bone metastasis driver. This combination of traits allows for the stable transactivation of osteolytic target genes which persists after cancer cells disseminate from their activating microenvironment. Using genetic, epigenetic, and functional approaches, RUNX2-mediated mechanical memory can be stimulated, repressed, selected, or extended. In concert with previous studies detailing how biochemical properties of the primary tumor stroma influence distinct metastatic phenotypes, the impact of local biomechanical properties we present here support a generalized model of cancer progression in which the integrated properties of the primary tumor microenvironment govern cell behavior in the metastatic microenvironment.

2021-07-01 | GSE127887 | GEO

Cancer-associated fibroblasts recapitulate phenotypes and functions across tumor types and species

Project description:Cancer-associated fibroblasts (CAFs) are among the most abundant cell types in desmoplastic tumors. However, CAFs are not yet a treatment target in mainstream cancer therapy likely because CAF heterogeneity and their roles in solid tumors remain incompletely understood. Here, we explored CAF heterogeneity via single-cell gene expression and chromatin accessibility in conjunction with spatial transcriptomics. We found that CAF heterogeneity is recapitulated across solid tumor types and species, and CAF subpopulations fall into two functional categories: mechano-responsive and immuno-modulatory. These categories are spatially-distinct and governed by specific changes in chromatin accessibility. Selective disruption of underlying mechanical force or immune signaling results in predictable shifts in subpopulation distributions and impacts tumor growth. Collectively, this research elucidates the spatial dynamics of CAF biology, delineates CAF subpopulation functions, identifies CAF-specific treatment factors, and provides a multimodal -omics framework for understanding the tumor stromal niche.

2023-02-01 | GSE179705 | GEO

Effect of aberrant PlGF on endometrial stromal cell actin dynamics : implications in pre-eclampsia.

Project description:High levels of placental growth factor (PlGF) are pathological, however its function in endometrial cells remains to be investigated. Cell proliferation and motility requires actin reorganization, which is under the control of various signalling pathways including Rac1 and PAK1 proteins. In this study, we explored whether PlGF induces change in endometrial mechanics by modifying actin cytoskeleton thus contributing to cell stiffness at the maternal interface. To this end, human endometrial stromal cells (EnSCs) were treated with 20 ng/mL for 6 days with PlGF and its influence on cellular mechanics was investigated with atomic force microscopy (AFM), electrical impedance spectroscopy and proteomics methods. Proteomic analysis shows PlGF upregulated RhoGTPases activating proteins and extracellular matrix organization associated proteins. Rac1 and PAK1 transcript levels, activity and actin polymerization were significantly increased with in vitro PlGF treatment. AFM further revealed an increase in cell stiffness with PlGF. The PlGF effect on actin polymerization was inhibited with siRNA- Rac1, PAK1 and WAVE2. PlGF induced cell stiffness was pharmacologically reversed with pravastatin, resulting in improved trophoblast cell invasion as measured using electrical impedance spectroscopy. Thus, PlGF treatment leads to enhanced Rac1 and PAK1 levels, leading to an increase in cell stiffness, impairing trophoblast invasion. Taken together, aberrant PlGF levels can contribute to an altered pre-pregnancy maternal microenvironment and offers a coherent and unifying explanation for the pathological changes observed in pre-eclampsia (PE) conditions.

2024-06-23 | PXD050237 | Pride

EGF-Mediated Transcriptional Coregulation of EpICD-LEF1 Alters Nanomechanical Properties of Endometrial Cancer Cells for Promoting Cell Migration

Project description:Epithelial cell adhesion molecule (EpCAM), a membrane protein known to modulate cell-cell adhesion, is also a signaling molecule internalized into the nucleus for transcriptional regulation. Here we demonstrate that activated EGF/EGFR is a signaling factor to drive the proteolysis of EpCAM. Cleavage of the extracellular fragment EpEX results in topographic fading of cell-surface EpCAM detected by antibody-conjugated cantilevers of atomic force microscope (AFM). As a result, internalization of the cytoplasmic domain EpICD forms a transcription factor complex with LEF1 that regulates gene transcription for enhanced cell-mobility functions. Comprehensive probing of cell surface using AFM tip (without antibody) reveals increased elasticity and non-stickiness of these cells, promoting epithelial to mesenchymal transition. While EpCAM cleavage may contribute to the loss of cell-surface adhesiveness, its internalized EpICD additionally regulates targets for promoting cell migration. Thus, this EGF/EGFR-modulated action on structural EpCAM and regulatory EpICD can enhance invasion potential of transformed cells. RL95-2 were stimulated with EGF for 0,12,24,and 48 hr.Immunoprecipitation was carried out using antibodies against EpCAM and Lef-1, sequenced by Illumina HiSeq 2000

2015-09-12 | E-GEOD-72948 | biostudies-arrayexpress

Cellular stiffness sensing through talin 1 in tissue mechanical homeostasis

Project description:Tissue mechanical homeostasis, the concept that cells sense mechanical properties and alter rates of ECM synthesis, assembly and degradation, is of broad interest in biology and medicine, but there is little direct support or insight into mechanisms. Tissue mechanical properties such as elasticity and stiffness are determined primarily by the extracellular matrix (ECM). We therefore set out to test the mechanical homeostasis hypothesis by developing mutations in the mechanosensitive protein talin1 that alter cells’ sensing of ECM stiffness. We identified the side-to-side interaction between talin1 rod domain helix bundles 1 and 2 (R1 and R2) as a novel mechanosensitive site. Mutations that decrease the affinity of the interaction result in a leftward shift in cellular stiffness sensing curves, enabling cells to spread and exert tension on softer substrates. Opening of the R1-R2 interface promotes binding of the Arp2/3 subunit ArpC5L, which is required for the altered stiffness sensing. Introduction of these talin mutations into mice resulted in softer tissue in the ascending aorta with less fibrillar collagen and rupture under lower pressure ex vivo. Together, these results demonstrate that altering cellular stiffness sensing results in altered ECM deposition, tissue stiffness and strength, thus providing direct support for the mechanical homeostasis hypothesis. These results also identify a novel mechanosensitive interaction in the talin rod domain that contributes to this mechanism.

2024-07-16 | PXD041630 | Pride

EGF-Mediated Transcriptional Coregulation of EpICD-LEF1 Alters Nanomechanical Properties of Endometrial Cancer Cells for Promoting Cell Migration

2015-09-12 | GSE72948 | GEO

Mechanical forces direct the cell fate of inner ear organoids in a stage-dependent manner

Project description:During the development, mechanical force plays an important role in shaping the inner ear and establishing regular cellular patterns, however, the effects of ubiquitous mechanical cues on cellular fate determination are not clear. Here we developed stiffness adjustable hydrogels for three-dimensional (3D) cochlear organoid culture, which could precisely simulate the mechanical force from the extracellular matrix (ECM) during the expansion of cochlear progenitor cells (CPCs) and organoid formation. Within a certain range, suitable stiffness can stimulate CPC proliferation through a mechanism requiring integrin/cytoskeleton/YAP signaling. Surprisingly, increasing stiffness could inhibit the proliferation of CPCs and induce the differentiation of organoids, which was mediated by the increased intracellular Ca2+ signaling in CPCs, and further activated Klf2 to promote the differentiation of HCs with bundles. Furthermore, this chemical-defined hydrogel is also suitable for 3D bioprinting, and we printed the spiral-like structure with CPCs and HCs, which provided a promising way for cochlear organoids to further improve our understanding of the organization of the inner ear and contribute to developing new therapeutic approaches for HCs regeneration.

2023-10-26 | GSE202640 | GEO

OmicsDI is part of the ELIXIR infrastructure

OmicsDI is an Elixir interoperability service. Learn more ›

Tweets

OmicsDI Databases

PRIDE
PeptideAtlas
MassIVE
JPOST Repository
Physiome Model Repository

EGA
EVA
ENA
LINCS
PAXDB
Cell Collective

MetaboLights
Metabolomics Workbench
MetabolomeExpress
GNPS
BioModels
FAIRDOMHub

ArrayExpress
dbGaP
ExpressionAtlas
GEO
NODE

Information

Databases
Help
API
Contact us
Code on GitHub
Terms of use
Submit Data