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1.
Stud Health Technol Inform ; 295: 446-449, 2022 Jun 29.
Article in English | MEDLINE | ID: mdl-35773907

ABSTRACT

In the EU project FAIR4Health, a ETL pipeline for the FAIRification of structured health data as well as an agent-based, distributed query platform for the analysis of research hypotheses and the training of machine learning models were developed. The system has been successfully tested in two clinical use cases with patient data from five university hospitals. Currently, the solution is also being considered for use in other hospitals. However, configuring the system and deploying it in the local IT architecture is non-trivial and meets with understandable concerns about security. This paper presents a model for describing the information architecture based on a formal approach, the 3LGM metamodel. The model was evaluated by the developers. As a result, the clear separation of tasks and the software components that implement them as well as the rich description of interactions via interfaces were positively emphasized.


Subject(s)
Machine Learning , Software , Humans
2.
Open Res Eur ; 2: 34, 2022.
Article in English | MEDLINE | ID: mdl-37645268

ABSTRACT

Due to the nature of health data, its sharing and reuse for research are limited by ethical, legal and technical barriers. The FAIR4Health project facilitated and promoted the application of FAIR principles in health research data, derived from the publicly funded health research initiatives to make them Findable, Accessible, Interoperable, and Reusable (FAIR). To confirm the feasibility of the FAIR4Health solution, we performed two pathfinder case studies to carry out federated machine learning algorithms on FAIRified datasets from five health research organizations. The case studies demonstrated the potential impact of the developed FAIR4Health solution on health outcomes and social care research. Finally, we promoted the FAIRified data to share and reuse in the European Union Health Research community, defining an effective EU-wide strategy for the use of FAIR principles in health research and preparing the ground for a roadmap for health research institutions. This scientific report presents a general overview of the FAIR4Health solution: from the FAIRification workflow design to translate raw data/metadata to FAIR data/metadata in the health research domain to the FAIR4Health demonstrators' performance.

3.
Histochem Cell Biol ; 143(1): 45-57, 2015 Jan.
Article in English | MEDLINE | ID: mdl-25142512

ABSTRACT

The role of vimentin (Vim) in diploid epithelial cells is not well known. To understand its biological function, we cultured human epidermal keratinocytes under conditions that support migration, proliferation, stratification and terminal differentiation. We identified a keratinocyte subpopulation that shows a p63(+)/α5ß1(bright) phenotype and displays Vim intermediate filaments (IFs) besides their keratin IF network. These cells were mainly located at the proliferative/migratory rim of the growing colonies; but also, they were scarce and scattered or formed small groups of basal cells in confluent stratified epithelia. Stimulation of cells with EGF and wounding experiments in confluent arrested epithelia increased the number of Vim(+) keratinocytes in an extent higher to the expected for a cell population doubling. BrdU labeling demonstrated that most of the proliferative cells located at the migratory border of the colony have Vim, in contrast with proliferative cells located at the basal layer at the center of big colonies which lacked of Vim IFs, suggesting that Vim expression was not solely linked to proliferation. Therefore, we silenced Vim mRNA in the cultured keratinocytes and observed an inhibition of colony growth. Such results, together with long-term cultivation assays which showed that Vim might be associated to pattern formation in cultured epithelia, suggest that Vim expression is essential for a highly motile phenotype, which is necessary for keratinocyte colony growth and possibly for development and wound healing. Vim(+)/p63(+)/α5ß1(bright) epithelial cells may play a significant physiological role in embryonic morphogenetic movements; wound healing and other pathologies such as carcinomas and hyperproliferative diseases.


Subject(s)
Cell Proliferation , Diploidy , Epidermis/metabolism , Keratinocytes/cytology , Keratinocytes/metabolism , Vimentin/metabolism , 3T3 Cells , Animals , Cell Differentiation , Cells, Cultured , Epidermal Cells , Humans , Mice , RNA, Messenger/genetics , RNA, Messenger/metabolism , Vimentin/genetics
4.
J Cell Physiol ; 220(2): 348-56, 2009 Aug.
Article in English | MEDLINE | ID: mdl-19347868

ABSTRACT

Pax-6 is a regulatory gene with a major role during visual system development, but its association with corneal epithelial differentiation is not clearly established. Using the RCE1-(5T5) cell line, which mimics corneal epithelial differentiation, we analyzed Pax-6 biological role. Immunostaining of proliferating colonies and confluent sheets showed that Pax-6-positive cells were also K3 keratin-positive, suggesting that Pax-6 is expressed in differentiating cells. Pax-6 mRNA was barely expressed in early cell cultures; but after confluence, its levels raised up to fivefold as demonstrated by Northern blot and RT-qPCR. The raise in Pax-6 expression preceded for 9 h the increase in LDH-H and LDH-M mRNAs, previously shown as early markers of corneal epithelial cell differentiation. The full-length mRNAs encoding for the two major Pax-6 isoforms were found at very low levels in proliferating cells, and abundantly expressed in the confluent stratified epithelia; Pax-6 mRNA was 2- to 2.5-fold more abundant than Pax-6(5a) mRNA. The ectopic expression of Pax-6 or Pax-6(5a) decreased proliferative ability leading to the formation of abortive, non-proliferative colonies. In contrast, culture conditions that delay or block corneal epithelial cell differentiation reduced or inhibited the expression of Pax-6. Collectively, results show that Pax-6 is the earlier differentiation marker expressed by corneal epithelial cells, and open the possibility for a major role of Pax-6 as the main driver of the differentiation of corneal epithelial cells.


Subject(s)
Cell Differentiation/physiology , Cornea , Epithelial Cells/physiology , Eye Proteins/metabolism , Homeodomain Proteins/metabolism , Paired Box Transcription Factors/metabolism , Repressor Proteins/metabolism , Animals , Biomarkers/metabolism , Cadaverine/metabolism , Cell Line , Cornea/cytology , Cornea/physiology , Epithelial Cells/cytology , Eye Proteins/genetics , Gene Expression Regulation, Developmental , Homeodomain Proteins/genetics , Keratin-3/genetics , Keratin-3/metabolism , Lactate Dehydrogenases/genetics , Lactate Dehydrogenases/metabolism , PAX6 Transcription Factor , Paired Box Transcription Factors/genetics , Phenotype , Rabbits , Repressor Proteins/genetics
5.
Arch Med Res ; 38(2): 176-84, 2007 Feb.
Article in English | MEDLINE | ID: mdl-17227726

ABSTRACT

BACKGROUND: By serial transfer of rabbit corneal epithelial cells, the spontaneous RCE1 cell line was previously established. These cells mimic the stage-dependent differentiation of the corresponding cell type. METHODS: RCE1 cells were cultured either on plastic culture dishes or on collagen rafts to compare the epithelial ultrastructure after growth on these substrata. Phenotypic variability was studied after subcloning of cells. The differentiation ability of each subclone was determined by Western blot with antibodies against the differentiation-linked keratin pair K3/K12 and by measuring LDH activity and LDH isozymes in cytosolic extracts. The proliferative response of RCE1 cells to EGF, TGFalpha, amphiregulin, bFGF or IL-6 was determined under serum-free culture conditions. RESULTS: Cells grown on collagen rafts formed 5- to 7-layered epithelia with characteristics closer to those found in normal corneal epithelium than cells cultivated on plastic substrata, which formed 3- to 5-layered epithelia. Subcloning experiments demonstrated that every proliferative cell is able to grow and constitute stratified epithelia expressing K3/K12 keratins. LDH levels in RCE1 epithelia were similar to those of cultured or freshly harvested corneal epithelia; however, they showed a slightly altered LDH isozyme set, with prevalence of LDH-3 isoform. Whereas EGF and TGF-alpha were equipotent, amphiregulin elicited a 4-fold lower proliferative response. Also, bFGF was 10-fold less mitogenic than EGF, and IL-6 had the lowest effect with an ED(50) 20-fold lower than EGF. CONCLUSIONS: The results demonstrate that every RCE1 proliferative cell has the ability to generate epithelial sheets. We conclude that EGF and TGF-alpha are the major effectors of RCE1 cell proliferation.


Subject(s)
Cell Differentiation , Cell Line/drug effects , Endothelium, Corneal/drug effects , Epidermal Growth Factor/pharmacology , Transforming Growth Factor alpha/pharmacology , Animals , Cell Line/chemistry , Cell Line/ultrastructure , Collagen/metabolism , Endothelium, Corneal/growth & development , Endothelium, Corneal/ultrastructure , Epithelial Cells/chemistry , Epithelial Cells/drug effects , Epithelial Cells/ultrastructure , Gels/metabolism , Glucosephosphate Dehydrogenase/analysis , Intercellular Signaling Peptides and Proteins/pharmacology , Keratin-12/analysis , Keratin-3/analysis , L-Lactate Dehydrogenase/analysis , Mice , Phenotype , Rabbits
6.
Cell Tissue Res ; 325(1): 77-90, 2006 Jul.
Article in English | MEDLINE | ID: mdl-16550359

ABSTRACT

We have studied the effects of interleukin-6 (IL-6) on human epidermal keratinocytes by using serum-free culture conditions that allow the serial transfer, differentiation, and formation of well-organized multilayered epithelia. IL-6 at 2.5 ng/ml or higher concentrations promoted keratinocyte proliferation, with an ED(50) of about 15 ng/ml and a maximum effect at 50 ng/ml. IL-6 was 10-fold less potent than epidermal growth factor (EGF) or transforming growth factor-alpha (TGF-alpha) and supported keratinocyte growth for up to eight cumulative cell generations. IL-6-treated keratinocytes formed highly stratified colonies with a narrower proliferative/migratory rim than those keratinocytes stimulated with EGF or TGF-alpha; confluent epithelial sheets treated with IL-6 also underwent an increase in the number of cell layers. We also examined the effect of IL-6 on the keratin cytoskeleton. Immunostaining with anti-K16 monoclonal antibodies showed that the keratin network was aggregated and reorganized around cell nucleus and that this was not attributable to changes in keratin levels. This is the first report concerning the induction of the reorganization of keratin intermediate filaments by IL-6 in human epidermal keratinocytes.


Subject(s)
Cell Division/drug effects , Interleukin-6/pharmacology , Keratinocytes/drug effects , Keratinocytes/physiology , Keratins/metabolism , Antibodies, Monoclonal/metabolism , Cell Culture Techniques , Cells, Cultured , Culture Media, Serum-Free , Dose-Response Relationship, Drug , Epidermal Cells , Epidermal Growth Factor/pharmacology , Humans , Immunohistochemistry , Keratinocytes/ultrastructure , Keratins/ultrastructure , Transforming Growth Factor alpha/pharmacology
7.
Exp Eye Res ; 74(1): 71-82, 2002 Jan.
Article in English | MEDLINE | ID: mdl-11878820

ABSTRACT

Lactate dehydrogenase (LDH) and glucose-6-phosphate dehydrogenase (G-6-PDH) activities were studied during corneal epithelial growth and differentiation in cell culture. LDH and G-6-PDH activities increased up to 60 and 150-fold, respectively, when corneal epithelial cells constituted a differentiated four to five layered epithelium; these increases showed a similar time-course to the expression of K3 keratin. Immunostaining experiments showed that in growing colonies, LDH staining is stronger in those cells that are K3 positive; in contrast, in confluent four to five layered epithelia LDH and K3 were located in all cell layers, similar to the pattern found in frozen sections from rabbit central cornea. During growth and differentiation, the LDH isoenzyme set from corneal epithelial cells did not change; and it was different from those observed in cultured conjunctival, esophageal and epidermal cells. The augment in LDH activity was due to a 25-fold increase in the LDH-H mRNA and a 12-fold augment in LDH-M mRNA. A computer-assisted search led to identify AP2 and Sp1 binding sites in the LDH and G-6-PDH promoters, suggesting that their expression might share common regulatory mechanisms with the regulation of the differentiation-linked keratins. It is proposed that LDH may be an early marker of corneal epithelial differentiation, and its isozyme pattern could be distinctive from other epithelial cell lineages.


Subject(s)
Epithelial Cells/enzymology , Epithelium, Corneal/enzymology , L-Lactate Dehydrogenase/metabolism , Animals , Cell Differentiation/physiology , Cells, Cultured , Epithelial Cells/ultrastructure , Epithelium, Corneal/ultrastructure , Fluorescent Antibody Technique , Gene Expression , Glucosephosphate Dehydrogenase/metabolism , Isoenzymes/metabolism , Keratins/metabolism , L-Lactate Dehydrogenase/genetics , Male , RNA, Messenger/genetics , Rabbits
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