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1.
Sci Rep ; 11(1): 20942, 2021 10 22.
Article in English | MEDLINE | ID: mdl-34686696

ABSTRACT

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 identifying statistically significant differences among groups of observations, a single p-value is computed from sample data. Then, it is routinely compared with a threshold, commonly set to 0.05, to assess the evidence against the hypothesis of having non-significant differences among groups, or the null hypothesis. Because the estimated p-value tends to decrease when the sample size is increased, applying this methodology to datasets with large sample sizes results in the rejection of the null hypothesis, making it not meaningful in this specific situation. We propose a new approach to detect differences based on the dependence of the p-value on the sample size. We introduce new descriptive parameters that overcome the effect of the size in the p-value interpretation in the framework of datasets with large sample sizes, reducing the uncertainty in the decision about the existence of biological differences between the compared experiments. The methodology enables the graphical and quantitative characterization of the differences between the compared experiments guiding the researchers in the decision process. An in-depth study of the methodology is carried out on simulated and experimental data. Code availability at https://github.com/BIIG-UC3M/pMoSS .


Subject(s)
Biomedical Research/methods , Cell Line, Tumor , Data Interpretation, Statistical , Datasets as Topic , Humans , Probability , Research Design , Sample Size , Uncertainty
2.
Commun Biol ; 4(1): 81, 2021 01 19.
Article in English | MEDLINE | ID: mdl-33469145

ABSTRACT

Ageing in humans is associated with the decreased capacity to regulate cell physiology. Cellular properties, such as cell morphology and mechanics, encode ageing information, and can therefore be used as robust biomarkers of ageing. Using a panel of dermal fibroblasts derived from healthy donors spanning a wide age range, we observe an age-associated decrease in cell motility. By taking advantage of the single-cell nature of our motility data, we classified cells based on spatial and activity patterns to define age-dependent motility states. We show that the age-dependent decrease in cell motility is not due to the reduced motility of all cells, but results from the fractional re-distribution among motility states. These findings highlight an important feature of ageing cells characterized by a reduction of cellular heterogeneity in older adults relative to post-adolescent/adults. Furthermore, these results point to a mechanistic framework of ageing, with potential applications in deciphering emergent ageing phenotypes and biomarker development.


Subject(s)
Aging/physiology , Cell Movement/physiology , Adolescent , Adult , Age Factors , Aged , Aging/metabolism , Child , Child, Preschool , Fibroblasts/metabolism , Fibroblasts/physiology , Humans , Middle Aged , Models, Theoretical , Phenotype , Skin/metabolism
3.
Oncotarget ; 9(66): 32556-32569, 2018 Aug 24.
Article in English | MEDLINE | ID: mdl-30220965

ABSTRACT

Matrix metalloproteinases (MMPs) may play a critical role in metastatic cancers, yet multiple human clinical trials targeting MMPs have surprisingly failed. Cancer cell density changes dramatically during the early growth of a primary tumor and during the early seeding steps of secondary tumors and has been implicated in playing an important role in regulating metastasis and drug resistance. This study reveals that the expression of MMPs is tightly regulated by local tumor cell density through the synergistic signaling mechanism of Interleukin 6 (IL-6) and Interleukin 8 (IL-8) via the JAK2/STAT3 complex. Local tumor cell density also plays a role in the responsiveness of cells to matrix metalloproteinases inhibitors (MMPI), such as Batimastat, Marimastat, Bryostatin I, and Cipemastat, where different migratory phenotypes are observed in low and high cell density conditions. Cell density-dependent MMP regulation can be directly targeted by the simultaneous inhibition of IL-6 and IL-8 receptors via Tocilizumab and Reparixin to significantly decrease the expression of MMPs in mouse xenograft models and decrease effective metastasis. This study reveals a new strategy to decrease MMP expression through pharmacological intervention of the cognate receptors of IL-6 and IL-8 to decrease metastatic capacity of tumor cells.

4.
FASEB J ; 32(3): 1207-1221, 2018 03.
Article in English | MEDLINE | ID: mdl-29097501

ABSTRACT

Microtubules have long been implicated to play an integral role in metastatic disease, for which a critical step is the local invasion of tumor cells into the 3-dimensional (3D) collagen-rich stromal matrix. Here we show that cell migration of human cancer cells uses the dynamic formation of highly branched protrusions that are composed of a microtubule core surrounded by cortical actin, a cytoskeletal organization that is absent in cells on 2-dimensional (2D) substrates. Microtubule plus-end tracking protein End-binding 1 and motor protein dynein subunits light intermediate chain 2 and heavy chain 1, which do not regulate 2D migration, critically modulate 3D migration by affecting RhoA and thus regulate protrusion branching through differential assembly dynamics of microtubules. An important consequence of this observation is that the commonly used cancer drug paclitaxel is 100-fold more effective at blocking migration in a 3D matrix than on a 2D matrix. This work reveals the central role that microtubule dynamics plays in powering cell migration in a more pathologically relevant setting and suggests further testing of therapeutics targeting microtubules to mitigate migration.-Jayatilaka, H., Giri, A., Karl, M., Aifuwa, I., Trenton, N. J., Phillip, J. M., Khatau, S., Wirtz, D. EB1 and cytoplasmic dynein mediate protrusion dynamics for efficient 3-dimensional cell migration.


Subject(s)
Cell Culture Techniques/methods , Cell Movement , Cell Surface Extensions/physiology , Cytoplasmic Dyneins/metabolism , Fibrosarcoma/pathology , Microtubule-Associated Proteins/metabolism , Fibrosarcoma/metabolism , Humans , Microtubules/metabolism , Microtubules/pathology , Tumor Cells, Cultured
5.
Nat Commun ; 8: 15584, 2017 05 26.
Article in English | MEDLINE | ID: mdl-28548090

ABSTRACT

Following uncontrolled proliferation, a subset of primary tumour cells acquires additional traits/mutations to trigger phenotypic changes that enhance migration and are hypothesized to be the initiators of metastasis. This study reveals an adaptive mechanism that harnesses synergistic paracrine signalling via IL-6/8, which is amplified by cell proliferation and cell density, to directly promote cell migration. This effect occurs in metastatic human sarcoma and carcinoma cells- but not in normal or non-metastatic cancer cells-, and likely involves the downstream signalling of WASF3 and Arp2/3. The transcriptional phenotype of high-density cells that emerges due to proliferation resembles that of low-density cells treated with a combination of IL-6/8. Simultaneous inhibition of IL-6/8 receptors decreases the expression of WASF3 and Arp2/3 in a mouse xenograft model and reduces metastasis. This study reveals a potential mechanism that promotes tumour cell migration and infers a strategy to decrease metastatic capacity of tumour cells.


Subject(s)
Carcinoma/pathology , Interleukin-6/metabolism , Interleukin-8/metabolism , Paracrine Communication/physiology , Sarcoma/pathology , Signal Transduction/physiology , Actin-Related Protein 2-3 Complex/metabolism , Animals , Antibodies, Monoclonal, Humanized/pharmacology , Antibodies, Monoclonal, Humanized/therapeutic use , Antineoplastic Agents/pharmacology , Antineoplastic Agents/therapeutic use , Carcinoma/drug therapy , Cell Line, Tumor , Cell Movement/drug effects , Cell Movement/physiology , Cell Proliferation/drug effects , Cell Proliferation/physiology , Humans , Interleukin-6/genetics , Interleukin-8/genetics , Mice , Mice, Inbred NOD , Mice, SCID , Molecular Targeted Therapy/methods , Neoplasm Invasiveness/pathology , Neoplasm Invasiveness/prevention & control , Paracrine Communication/drug effects , RNA, Small Interfering/metabolism , Receptors, Interleukin-6/antagonists & inhibitors , Receptors, Interleukin-6/metabolism , Receptors, Interleukin-8A/antagonists & inhibitors , Receptors, Interleukin-8A/metabolism , Sarcoma/drug therapy , Signal Transduction/drug effects , Sulfonamides/pharmacology , Sulfonamides/therapeutic use , Wiskott-Aldrich Syndrome Protein Family/metabolism , Xenograft Model Antitumor Assays
6.
Mol Cancer Res ; 15(6): 723-734, 2017 06.
Article in English | MEDLINE | ID: mdl-28213554

ABSTRACT

Metastasis is the leading cause of breast cancer mortality. Previous studies have implicated hypoxia-induced changes in the composition and stiffness of the extracellular matrix (ECM) in the metastatic process. Therefore, the contribution of potential ECM-binding receptors in this process was explored. Using a bioinformatics approach, the expression of all integrin receptor subunits, in two independent breast cancer patient datasets, were analyzed to determine whether integrin status correlates with a validated hypoxia-inducible gene signature. Subsequently, a large panel of breast cancer cell lines was used to validate that hypoxia induces the expression of integrins that bind to collagen (ITGA1, ITGA11, ITGB1) and fibronectin (ITGA5, ITGB1). Hypoxia-inducible factors (HIF-1 and HIF-2) are directly required for ITGA5 induction under hypoxic conditions, which leads to enhanced migration and invasion of single cells within a multicellular 3D tumor spheroid but did not affect migration in a 2D microenvironment. ITGB1 expression requires HIF-1α, but not HIF-2α, for hypoxic induction in breast cancer cells. ITGA5 (α5 subunit) is required for metastasis to lymph nodes and lungs in breast cancer models, and high ITGA5 expression in clinical biopsies is associated with an increased risk of mortality.Implications: These results reveal that targeting ITGA5 using inhibitors that are currently under consideration in clinical trials may be beneficial for patients with hypoxic tumors. Mol Cancer Res; 15(6); 723-34. ©2017 AACR.


Subject(s)
Breast Neoplasms/pathology , Gene Expression Regulation, Neoplastic , Integrin alpha5beta1/genetics , Animals , Basic Helix-Loop-Helix Transcription Factors/metabolism , Breast Neoplasms/genetics , Cell Hypoxia/physiology , Cell Line, Tumor , Cell Movement , Female , Humans , Hypoxia-Inducible Factor 1, alpha Subunit/genetics , Integrin alpha5beta1/metabolism , Integrin beta1/genetics , Mice, Inbred BALB C , Mice, Inbred NOD , Promoter Regions, Genetic , Spheroids, Cellular/pathology , Xenograft Model Antitumor Assays
7.
FASEB J ; 27(10): 4089-99, 2013 Oct.
Article in English | MEDLINE | ID: mdl-23796785

ABSTRACT

Arp2/3 is a protein complex that nucleates actin filament assembly in the lamellipodium in adherent cells crawling on planar 2-dimensional (2D) substrates. However, in physiopathological situations, cell migration typically occurs within a 3-dimensional (3D) environment, and little is known about the role of Arp2/3 and associated proteins in 3D cell migration. Using time resolved live-cell imaging and HT1080, a fibrosarcoma cell line commonly used to study cell migration, we find that the Arp2/3 complex and associated proteins N-WASP, WAVE1, cortactin, and Cdc42 regulate 3D cell migration. We report that this regulation is caused by formation of multigeneration dendritic protrusions, which mediate traction forces on the surrounding matrix and effective cell migration. The primary protrusions emanating directly from the cell body and prolonging the nucleus forms independent of Arp2/3 and dependent on focal adhesion proteins FAK, talin, and p130Cas. The Arp2/3 complex, N-WASP, WAVE1, cortactin, and Cdc42 regulate the secondary protrusions branching off from the primary protrusions. In 3D matrices, fibrosarcoma cells as well as migrating breast, pancreatic, and prostate cancer cells do not display lamellipodial structures. This study characterizes the unique topology of protrusions made by cells in a 3D matrix and show that these dendritic protrusions play a critical role in 3D cell motility and matrix deformation. The relative contribution of these proteins to 3D migration is significantly different from their role in 2D migration.


Subject(s)
Actin-Related Protein 2-3 Complex/metabolism , Cell Movement/physiology , Cell Surface Extensions/physiology , Fibroblasts/cytology , Fibroblasts/physiology , Gene Expression Regulation, Neoplastic/physiology , Actin-Related Protein 2-3 Complex/genetics , Cell Line, Tumor , Humans , RNA, Small Interfering
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