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[This corrects the article DOI: 10.1371/journal.pone.0090649.].
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High-content image-based cell phenotyping provides fundamental insights into a broad variety of life science disciplines. Striving for accurate conclusions and meaningful impact demands high reproducibility standards, with particular relevance for high-quality open-access data sharing and meta-analysis. However, the sources and degree of biological and technical variability, and thus the reproducibility and usefulness of meta-analysis of results from live-cell microscopy, have not been systematically investigated. Here, using high-content data describing features of cell migration and morphology, we determine the sources of variability across different scales, including between laboratories, persons, experiments, technical repeats, cells, and time points. Significant technical variability occurred between laboratories and, to lesser extent, between persons, providing low value to direct meta-analysis on the data from different laboratories. However, batch effect removal markedly improved the possibility to combine image-based datasets of perturbation experiments. Thus, reproducible quantitative high-content cell image analysis of perturbation effects and meta-analysis depend on standardized procedures combined with batch correction.
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Reproducibilidad de los Resultados , Movimiento CelularRESUMEN
The G protein-coupled kisspeptin receptor (GPR54 or KISS1R) is an important mediator in reproduction, metabolism and cancer biology; however, there are limited fluorescent probes or antibodies for direct imaging of these receptors in cells and intact tissues, which can help to interrogate their multiple biological roles. Herein, we describe the rational design and characterization of a new acid-resistant BODIPY-based amino acid (Trp-BODIPY PLUS), and its implementation for solid-phase synthesis of fluorescent bioactive peptides. Trp-BODIPY PLUS retains the binding capabilities of both short linear and cyclic peptides and displays notable turn-on fluorescence emission upon target binding for wash-free imaging. Finally, we employed Trp-BODIPY PLUS to prepare some of the first fluorogenic kisspeptin-based probes and visualized the expression and localization of GPR54 receptors in human cells and in whole mouse pancreatic islets by fluorescence imaging.
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Islotes Pancreáticos , Kisspeptinas , Ratones , Animales , Humanos , Kisspeptinas/química , Kisspeptinas/metabolismo , Péptidos/química , Islotes Pancreáticos/diagnóstico por imagen , Islotes Pancreáticos/metabolismo , Receptores Acoplados a Proteínas G/metabolismo , Imagen Óptica , Aminoácidos/metabolismoRESUMEN
The G protein-coupled kisspeptin receptor (GPR54 or KISS1R) is an important mediator in reproduction, metabolism and cancer biology; however, there are limited fluorescent probes or antibodies for direct imaging of these receptors in cells and intact tissues, which can help to interrogate their multiple biological roles. Herein, we describe the rational design and characterization of a new acid-resistant BODIPY-based amino acid (Trp-BODIPY PLUS), and its implementation for solid-phase synthesis of fluorescent bioactive peptides. Trp-BODIPY PLUS retains the binding capabilities of both short linear and cyclic peptides and displays notable turn-on fluorescence emission upon target binding for wash-free imaging. Finally, we employed Trp-BODIPY PLUS to prepare some of the first fluorogenic kisspeptin-based probes and visualized the expression and localization of GPR54 receptors in human cells and in whole mouse pancreatic islets by fluorescence imaging.
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BACKGROUND: Nonclustered mouse protocadherin genes (Pcdh) encode proteins with a typical single ectodomain and a cytoplasmic domain with conserved motifs completely different from those of classic cadherins. Alternative splice isoforms differ in the size of these cytoplasmic domains. In view of the compelling evidence for gene silencing of protocadherins in human tumors, we started investigations on Pcdh functions in mouse cancer models. METHODS: For Pcdh10, we generated two mouse lines: one with floxed exon 1, leading to complete Pcdh10 ablation upon Cre action, and one with floxed exons 2 and 3, leading to ablation of only the long isoforms of Pcdh10. In a mouse medulloblastoma model, we used GFAP-Cre action to locally ablate Pcdh10 in combination with Trp53 and Rb1 ablation. From auricular tumors, that also arose, we obtained tumor-derived cell lines, which were analyzed for malignancy in vitro and in vivo. By lentiviral transduction, we re-expressed Pcdh10 cDNAs. RNA-Seq analyses were performed on these cell families. RESULTS: Surprisingly, not only medulloblastomas were generated in our model but also tumors of tagged auricles (pinnae). For both tumor types, ablation of either all or only long isoforms of Pcdh10 aggravated the disease. We argued that the perichondrial stem cell compartment is at the origin of the pinnal tumors. Immunohistochemical analysis of these tumors revealed different subtypes. We obtained several pinnal-tumor derived (PTD) cell lines and analyzed these for anchorage-independent growth, invasion into collagen matrices, tumorigenicity in athymic mice. Re-expression of either the short or a long isoform of Pcdh10 in two PTD lines counteracted malignancy in all assays. RNA-Seq analyses of these two PTD lines and their respective Pcdh10-rescued cell lines allowed to identify many interesting differentially expressed genes, which were largely different in the two cell families. CONCLUSIONS: A new mouse model was generated allowing for the first time to examine the remarkable tumor suppression activity of protocadherin-10 in vivo. Despite lacking several conserved motifs, the short isoform of Pcdh10 was fully active as tumor suppressor. Our model contributes to scrutinizing the complex molecular mechanisms of tumor initiation and progression upon PCDH10 silencing in many human cancers.
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Neoplasias Cerebelosas , Meduloblastoma , Animales , Apoptosis/genética , Movimiento Celular/genética , Proliferación Celular/genética , Humanos , Meduloblastoma/genética , Ratones , Isoformas de Proteínas/genética , ProtocadherinasRESUMEN
We describe furan as a triggerable 'warhead' for site-specific cross-linking using the actin and thymosin ß4 (Tß4)-complex as model of a weak and dynamic protein-protein interaction (PPI) with known 3D structure and with application potential in disease contexts. The identified cross-linked residues demonstrate that lysine is a target for the furan warhead. The presented in vitro validation of covalently acting 'furan-armed' Tß4-variants provides initial proof to further exploit furan-technology for covalent drug design targeting lysines.
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Reactivos de Enlaces Cruzados/química , Furanos/química , Timosina/química , Actinas/química , Modelos Moleculares , Unión ProteicaRESUMEN
Actins form a strongly conserved family of proteins that are central to the functioning of the actin cytoskeleton partaking in natural processes such as cell division, adhesion, contraction and migration. These processes, however, also occur during the various phases of cancer progression. Yet, surprisingly, alterations in the six human actin genes in cancer studies have received little attention and the focus was mostly on deregulated expression levels of actins and even more so of actin-binding or regulatory proteins. Starting from the early mutation work in the 1980s, we propose based on reviewing literature and data from patient cancer genomes that alterations in actin genes are different in distinct cancer subtypes, suggesting some specificity. These actin gene alterations include (missense) mutations, gene fusions and copy number alterations (deletions and amplifications) and we illustrate their occurrence for a limited number of examples including actin mutations in lymphoid cancers and nonmelanoma skin cancer and actin gene copy number alterations for breast, prostate and liver cancers. A challenge in the future will be to further sort out the specificity per actin gene, alteration type and cancer subtype. Even more challenging is (experimentally) distinguishing between cause and consequence: which alterations are passengers and which are involved in tumor progression of particular cancer subtypes?
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Actinas/genética , Mutación/genética , Neoplasias/genética , Animales , Variaciones en el Número de Copia de ADN/genética , Humanos , Neoplasias/patología , Procesamiento Proteico-Postraduccional , Relación Estructura-ActividadRESUMEN
The actin family is crucial for many cellular processes and in mammals muscle and non-muscle forms exist. The latter group contains cytoplasmic-ß-actin and cytoplasmic-γ-actin, almost identical in amino acid sequence and with a significant functional overlap. We introduce the properties of the Actb gene and mRNA transcript(s) with main focus on the 3'UTR and its unique features, that is, the zipcode and two polyadenylation sites creating transcripts of different lengths. Several transgenic mouse models with a modified Actb locus have been created. The different mouse models can be divided into three groups; that is, 5' or 3' insertion models, mouse models with loxP sequences around exon 2-3 resulting in deletion the start codon, and models with gene edited Actb sequences that produces γ-actin protein instead of ß-actin. Whole body knockouts and, with one exception, insertion models lead to embryonic lethality indicating that the Actb gene or transcripts or translated ß-actin are essential. Tissue specific ablation at later developmental stages lead to no, or mild phenotypes, suggesting that the Actb gene or ß-actin protein is somewhat dispensable. Gene edited Actb mice that produce γ-actin are viable. This assumes that the nucleotide sequence of Actb is important and not the specific amino acid sequence of the protein it encodes. Upregulation of other actin paralogs was frequently observed upon ß-actin ablation and can also engage in the phenotype. For a better understanding, it will be necessary to analyze in current and future models all relevant actin transcripts and protein levels in a standardized and comprehensive way.
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Actinas/metabolismo , Animales , Ratones , Ratones TransgénicosRESUMEN
Cell migration research has become a high-content field. However, the quantitative information encapsulated in these complex and high-dimensional datasets is not fully exploited owing to the diversity of experimental protocols and non-standardized output formats. In addition, typically the datasets are not open for reuse. Making the data open and Findable, Accessible, Interoperable, and Reusable (FAIR) will enable meta-analysis, data integration, and data mining. Standardized data formats and controlled vocabularies are essential for building a suitable infrastructure for that purpose but are not available in the cell migration domain. We here present standardization efforts by the Cell Migration Standardisation Organisation (CMSO), an open community-driven organization to facilitate the development of standards for cell migration data. This work will foster the development of improved algorithms and tools and enable secondary analysis of public datasets, ultimately unlocking new knowledge of the complex biological process of cell migration.
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Biomarcadores , Movimiento Celular , Investigación/normas , Biología Computacional/métodos , Biología Computacional/normas , Análisis de Datos , Bases de Datos Factuales , MetadatosRESUMEN
Mutations in actins have been linked to several developmental diseases. Their occurrence across different cancers has, however, not been investigated. Using the cBioPortal database we show that human actins are infrequently mutated in patient samples of various cancers types. Nevertheless, ranking these studies by mutational frequency suggest that some have a higher percentage of patients with ACTB and ACTG1 mutations. Within studies on hematological cancers, mutations in ACTB and ACTG1 are associated with lymphoid cancers since none have currently been reported in myeloid cancers. Within the different types of lymphoid cancers ACTB mutations are most frequent in diffuse large B-cell lymphoma (DLBCL) and ACTG1 mutations in multiple myeloma. We mapped the ACTB and ACTG1 mutations found in these two cancer types on the 3D-structure of actin showing they are in regions important for actin polymer formation or binding to myosin. The potential effects of the mutations on actin properties imply that mutations in cytoplasmic actins deserve dedicated research in DLBCL and multiple myeloma.
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Actinas/genética , Actinas/metabolismo , Linfoma de Células B Grandes Difuso/genética , Linfoma de Células B Grandes Difuso/metabolismo , Mieloma Múltiple/genética , Mieloma Múltiple/metabolismo , Mutación , Actinas/química , Alelos , Biomarcadores de Tumor , Citoplasma/metabolismo , Bases de Datos Genéticas , Amplificación de Genes , Eliminación de Gen , Estudios de Asociación Genética , Predisposición Genética a la Enfermedad , Humanos , Linfoma de Células B Grandes Difuso/diagnóstico , Modelos Moleculares , Mieloma Múltiple/diagnóstico , Tasa de Mutación , Especificidad de Órganos , Conformación Proteica , Programas Informáticos , Relación Estructura-ActividadRESUMEN
Database surveys in the vertebrate model organisms: chicken (Gallus gallus), western clawed frog (Xenopus tropicalis), anole lizard (Anolis carolinensis) and zebrafish (Danio rerio) indicate that in some of these species the number of actin paralogues differs from the well-established six paralogues in mouse (Mus musculus). To investigate differential functions of actins and for establishing disease models it is important to know how actins in the different model organisms relate to each other and whether the vertebrate actin family is truly limited to six groups. Primarily through synteny analyses we discovered that the vertebrate actin family consists of eight instead of six orthologous actin groups for which we propose improved gene nomenclature. We also established that α-skeletal muscle, γ-enteric smooth muscle and γ-cytoplasmic actin genes originated prior to tetrapods contradicting an earlier and widely accepted model of actin evolution. Our findings allow a more reliable predictive classification of actin paralogues in (non-mammalian) vertebrates and contribute to a better understanding of actin evolution as basis for biomedical research on actin-related diseases.
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Actinas/genética , Evolución Molecular , Modelos Genéticos , Vertebrados/genética , Animales , Exones/genética , Funciones de Verosimilitud , Músculo Liso/metabolismo , Filogenia , Especificidad de la Especie , Sintenía/genéticaRESUMEN
Interactions between G protein-coupled receptors and their ligands hold extensive potential for drug discovery. Studying these interactions poses technical problems due to their transient nature and the inherent difficulties when working with G protein-coupled receptors (GPCR) that are only functional in a membrane setting. Here, we describe the use of a furan-based chemical cross-linking methodology to achieve selective covalent coupling between a furan-modified peptide ligand and its native GPCR present on the surface of living cells under normal cell culture conditions. This methodology relies on the oxidation of the furan moiety, which can be achieved by either addition of an external oxidation signal or by the reactive oxygen species produced by the cell. The cross-linked ligand-GPCR complex is subsequently detected by Western blotting based on the biotin label that is incorporated in the peptide ligand.
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Membrana Celular/metabolismo , Reactivos de Enlaces Cruzados/metabolismo , Furanos/metabolismo , Receptores Acoplados a Proteínas G/química , Receptores Acoplados a Proteínas G/metabolismo , Humanos , Ligandos , Oxidación-Reducción , Unión ProteicaRESUMEN
Autonomous migration is a central characteristic of immune cells, and changes in this function have been correlated to the progression and severity of diseases. Hence, the identification of pathologically altered leukocyte migration patterns might be a promising approach for disease surveillance and prognostic scoring. However, because of the lack of standardized and robust assays, migration patterns have not been clinically exploited so far. In this study, we introduce an easy-to-use and cross-laboratory, standardized two-dimensional migration assay for neutrophil granulocytes from peripheral blood. By combining time-lapse video microscopy and automated cell tracking, we calculated the average migration of neutrophils from 111 individual participants of the German Heinz Nixdorf Recall MultiGeneration study under steady-state, formyl-methionyl-leucyl-phenylalanine-, CXCL1-, and CXCL8-stimulated conditions. Comparable values were obtained in an independent laboratory from a cohort in Belgium, demonstrating the robustness and transferability of the assay. In a double-blinded retrospective clinical analysis, we found that neutrophil migration strongly correlated with the Revised International Prognostic Scoring System scoring and risk category of myelodysplastic syndrome (MDS) patients. In fact, patients suffering from high-risk subtypes MDS with excess blasts I or II displayed highly significantly reduced neutrophil migration. Hence, the determination of neutrophil migration patterns might represent a useful tool in the surveillance of MDS. Taken together, we suggest that standardized migration assays of neutrophils and other leukocyte subtypes might be broadly applicable as prognostic and surveillance tools for MDS and potentially for other diseases.
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Células Sanguíneas/inmunología , Síndromes Mielodisplásicos/inmunología , Neutrófilos/inmunología , Adolescente , Adulto , Anciano , Anciano de 80 o más Años , Movimiento Celular , Células Cultivadas , Quimiocina CXCL1/metabolismo , Femenino , Humanos , Vigilancia Inmunológica , Masculino , Persona de Mediana Edad , Síndromes Mielodisplásicos/diagnóstico , Pronóstico , Riesgo , Adulto JovenRESUMEN
Triple-negative breast cancer (TNBC) is the most challenging subtype to treat due to the lack of estrogen receptor, progesterone receptor, and HER2 expression, which excludes the usage of directed targeted therapy against them. Promising therapeutic targets are the hepatocyte growth factor receptor (MET) and epidermal growth factor receptor (EGFR), which expression is frequently elevated in TNBC. Inhibitors of these receptors used as monotherapy are often ineffective. Due to that, we studied the efficacy of combined therapy targeting MET and EGFR simultaneously. Two TNBC cell lines were treated with lapatinib (a dual EGFR and HER2 inhibitor), foretinib (a MET inhibitor), or a combination of the two. After the inhibitors treatment, we verified the cell viability (XTT assay), distribution of the cell cycle phases, the activation of signaling pathways (Western blotting), distribution of invadopodia, fluorescent gelatin digestion (immunofluorescence), and the invasion capacity of cells. A combination of foretinib and lapatinib effectively reduced the viability of examined cells, led to G2/M arrest and reduction of pAKT. There was also a decreasein number of invadopodia formed by cells, their ability to digest gelatin and reduction of cells migration/invasion capacity. Therapy targeting of both EGFR and MET receptors was much more effective against tested cells than monotherapy. We selected a combination of drugs that could be successfully used against this breast cancer subtype.
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In vitro tests of cancer cell invasion are the "first line" tools of preclinical researchers for screening the multitude of chemical compounds or cell perturbations that may aid in halting or treating cancer malignancy. In order to have predictive value or to contribute to designing personalized treatment regimes, these tests need to take into account the cancer cell environment and measure effects on invasion in sufficient detail. The in vitro invasion assays presented here are a trade-off between feasibility in a multisample format and mimicking the complexity of the tumor microenvironment. They allow testing multiple samples and conditions in parallel using 3D-matrix-embedded cells and deal with the heterogeneous behavior of an invading cell population in time. We describe the steps to take, the technical problems to tackle and useful software tools for the entire workflow: from the experimental setup to the quantification of the invasive capacity of the cells. The protocol is intended to guide researchers to standardize experimental set-ups and to annotate their invasion experiments in sufficient detail. In addition, it provides options for image processing and a solution for storage, visualization, quantitative analysis, and multisample comparison of acquired cell invasion data.
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Procesamiento de Imagen Asistido por Computador/métodos , Esferoides Celulares/citología , Línea Celular Tumoral , Proteínas de la Matriz Extracelular/metabolismo , Humanos , Células MCF-7 , Microscopía de Contraste de Fase , Esferoides Celulares/metabolismoRESUMEN
Nuclear receptors are ligand-activated transcription factors that partake in several biological processes including development, reproduction and metabolism. Over the last decade, evidence has accumulated that group 2, 3 and 4 LIM domain proteins, primarily known for their roles in actin cytoskeleton organization, also partake in gene transcription regulation. They shuttle between the cytoplasm and the nucleus, amongst other as a consequence of triggering cells with ligands of nuclear receptors. LIM domain proteins act as important coregulators of nuclear receptor-mediated gene transcription, in which they can either function as coactivators or corepressors. In establishing interactions with nuclear receptors, the LIM domains are important, yet pleiotropy of LIM domain proteins and nuclear receptors frequently occurs. LIM domain protein-nuclear receptor complexes function in diverse physiological processes. Their association is, however, often linked to diseases including cancer.
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Proteínas con Dominio LIM/metabolismo , Mapas de Interacción de Proteínas , Receptores Citoplasmáticos y Nucleares/metabolismo , Citoesqueleto de Actina/metabolismo , Animales , Humanos , Proteínas con Dominio LIM/análisis , Proteínas con Dominio LIM/clasificación , Transporte de Proteínas , Receptores Citoplasmáticos y Nucleares/análisis , Receptores Citoplasmáticos y Nucleares/clasificación , Activación TranscripcionalRESUMEN
Chemical cross-linking is well-established for investigating protein-protein interactions. Traditionally, photo cross-linking is used but is associated with problems of selectivity and UV toxicity in a biological context. We here describe, with live cells and under normal growth conditions, selective cross-linking of a furan-modified peptide ligand to its membrane-presented receptor with zero toxicity, high efficiency, and spatio-specificity. Furan-modified kisspeptin-10 is covalently coupled to its glycosylated membrane receptor, GPR54(KISS1R). This newly expands the applicability of furan-mediated cross-linking not only to protein-protein cross-linking but also to cross-linking in situ. Moreover, in our earlier reports on nucleic acid interstrand cross-linking, furan activation required external triggers of oxidation (via addition of N-bromo succinimide or singlet oxygen). In contrast, we here show, for multiple cell lines, the spontaneous endogenous oxidation of the furan moiety with concurrent selective cross-link formation. We propose that reactive oxygen species produced by NADPH oxidase (NOX) enzymes form the cellular source establishing furan oxidation.
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Furanos/química , Kisspeptinas/metabolismo , Receptores de Kisspeptina-1/química , Secuencia de Aminoácidos , Línea Celular Tumoral , Humanos , Kisspeptinas/química , Modelos Biológicos , Oxidación-Reducción , Especies Reactivas de Oxígeno , Receptores de Kisspeptina-1/agonistasRESUMEN
The focal adhesion protein testin is a modular scaffold and tumour suppressor that consists of an N-terminal cysteine rich (CR) domain, a PET domain of unknown function and three C-terminal LIM domains. Testin has been proposed to have an open and a closed conformation based on the observation that its N-terminal half and C-terminal half directly interact. Here we extend the testin conformational model by demonstrating that testin can also form an antiparallel homodimer. In support of this extended model we determined that the testin region (amino acids 52-233) harbouring the PET domain interacts with the C-terminal LIM1-2 domains in vitro and in cells, and assign a critical role to tyrosine 288 in this interaction.
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Proteínas del Citoesqueleto/química , Proteínas con Dominio LIM/química , Multimerización de Proteína , Secuencia de Aminoácidos , Proteínas del Citoesqueleto/metabolismo , Humanos , Proteínas con Dominio LIM/metabolismo , Dominios Proteicos , Proteínas de Unión al ARNRESUMEN
The multimodular nature of many eukaryotic proteins underlies their temporal or spatial engagement in a range of protein cocomplexes. Using the multimodule protein testin (TES), we here report a proteomics approach to increase insight in cocomplex diversity. The LIM-domain containing and tumor suppressor protein TES is present at different actin cytoskeleton adhesion structures in cells and influences cell migration, adhesion and spreading. TES module accessibility has been proposed to vary due to conformational switching and variants of TES lacking specific domains target to different subcellular locations. By applying iMixPro AP-MS ("intelligent Mixing of Proteomes"-affinity purification-mass spectrometry) to a set of tagged-TES modular variants, we identified proteins residing in module-specific cocomplexes. The obtained distinct module-specific interactomes combine to a global TES interactome that becomes more extensive and richer in information. Applying pathway analysis to the module interactomes revealed expected actin-related canonical pathways and also less expected pathways. We validated two new TES cocomplex partners: TGFB1I1 and a short form of the glucocorticoid receptor. TES and TGFB1I1 are shown to oppositely affect cell spreading providing biological validity for their copresence in complexes since they act in similar processes.
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Proteínas del Citoesqueleto/metabolismo , Proteínas con Dominio LIM/metabolismo , Actinas/metabolismo , Adhesiones Focales/metabolismo , Humanos , Péptidos y Proteínas de Señalización Intracelular/metabolismo , Espacio Intracelular/metabolismo , Multimerización de Proteína , Proteómica/métodos , Proteínas de Unión al ARNRESUMEN
The systematic study of single-cell migration requires the availability of software for assisting data inspection, quality control and analysis. This is especially important for high-throughput experiments, where multiple biological conditions are tested in parallel. Although the field of cell migration can count on different computational tools for cell segmentation and tracking, downstream data visualization, parameter extraction and statistical analysis are still left to the user and are currently not possible within a single tool. This article presents a completely new module for the open-source, cross-platform CellMissy software for cell migration data management. This module is the first tool to focus specifically on single-cell migration data downstream of image processing. It allows fast comparison across all tested conditions, providing automated data visualization, assisted data filtering and quality control, extraction of various commonly used cell migration parameters, and non-parametric statistical analysis. Importantly, the module enables parameters computation both at the trajectory- and at the step-level. Moreover, this single-cell analysis module is complemented by a new data import module that accommodates multiwell plate data obtained from high-throughput experiments, and is easily extensible through a plugin architecture. In conclusion, the end-to-end software solution presented here tackles a key bioinformatics challenge in the cell migration field, assisting researchers in their high-throughput data processing.