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1.
Sci Rep ; 14(1): 10345, 2024 05 06.
Artículo en Inglés | MEDLINE | ID: mdl-38710795

RESUMEN

Skeletal bone function relies on both cells and cellular niches, which, when combined, provide guiding cues for the control of differentiation and remodeling processes. Here, we propose an in vitro 3D model based on human fetal osteoblasts, which eases the study of osteocyte commitment in vitro and thus provides a means to examine the influences of biomaterials, substances or cells on the regulation of these processes. Aggregates were formed from human fetal osteoblasts (hFOB1.19) and cultivated under proliferative, adipo- and osteoinductive conditions. When cultivated under osteoinductive conditions, the vitality of the aggregates was compromised, the expression levels of the mineralization-related gene DMP1 and the amount of calcification and matrix deposition were lower, and the growth of the spheroids stalled. However, within spheres under growth conditions without specific supplements, self-organization processes occur, which promote extracellular calcium deposition, and osteocyte-like cells develop. Long-term cultivated hFOB aggregates were free of necrotic areas. Moreover, hFOB aggregates cultivated under standard proliferative conditions supported the co-cultivation of human monocytes, microvascular endothelial cells and stromal cells. Overall, the model presented here comprises a self-organizing and easily accessible 3D osteoblast model for studying bone marrow formation and in vitro remodeling and thus provides a means to test druggable molecular pathways with the potential to promote life-long bone formation and remodeling.


Asunto(s)
Diferenciación Celular , Técnicas de Cocultivo , Osteoblastos , Humanos , Osteoblastos/metabolismo , Osteoblastos/citología , Microambiente Celular , Células de la Médula Ósea/metabolismo , Células de la Médula Ósea/citología , Osteogénesis , Agregación Celular , Células Cultivadas
2.
PLoS Comput Biol ; 20(5): e1012089, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38743660

RESUMEN

Cell rearrangements are fundamental mechanisms driving large-scale deformations of living tissues. In three-dimensional (3D) space-filling cell aggregates, cells rearrange through local topological transitions of the network of cell-cell interfaces, which is most conveniently described by the vertex model. Since these transitions are not yet mathematically properly formulated, the 3D vertex model is generally difficult to implement. The few existing implementations rely on highly customized and complex software-engineering solutions, which cannot be transparently delineated and are thus mostly non-reproducible. To solve this outstanding problem, we propose a reformulation of the vertex model. Our approach, called Graph Vertex Model (GVM), is based on storing the topology of the cell network into a knowledge graph with a particular data structure that allows performing cell-rearrangement events by simple graph transformations. Importantly, when these same transformations are applied to a two-dimensional (2D) polygonal cell aggregate, they reduce to a well-known T1 transition, thereby generalizing cell-rearrangements in 2D and 3D space-filling packings. This result suggests that the GVM's graph data structure may be the most natural representation of cell aggregates and tissues. We also develop a Python package that implements GVM, relying on a graph-database-management framework Neo4j. We use this package to characterize an order-disorder transition in 3D cell aggregates, driven by active noise and we find aggregates undergoing efficient ordering close to the transition point. In all, our work showcases knowledge graphs as particularly suitable data models for structured storage, analysis, and manipulation of tissue data.


Asunto(s)
Agregación Celular , Modelos Biológicos , Agregación Celular/fisiología , Biología Computacional , Algoritmos , Humanos , Animales , Simulación por Computador , Programas Informáticos
4.
Cancer Res Commun ; 4(4): 1150-1164, 2024 Apr 29.
Artículo en Inglés | MEDLINE | ID: mdl-38598843

RESUMEN

Multiple myeloma involves early dissemination of malignant plasma cells across the bone marrow; however, the initial steps of dissemination remain unclear. Human bone marrow-derived mesenchymal stromal cells (hMSC) stimulate myeloma cell expansion (e.g., IL6) and simultaneously retain myeloma cells via chemokines (e.g., CXCL12) and adhesion factors. Hence, we hypothesized that the imbalance between cell division and retention drives dissemination. We present an in vitro model using primary hMSCs cocultured with INA-6 myeloma cells. Time-lapse microscopy revealed proliferation and attachment/detachment dynamics. Separation techniques (V-well adhesion assay and well plate sandwich centrifugation) were established to isolate MSC-interacting myeloma subpopulations that were characterized by RNA sequencing, cell viability, and apoptosis. Results were correlated with gene expression data (n = 837) and survival of patients with myeloma (n = 536). On dispersed hMSCs, INA-6 saturate hMSC surface before proliferating into large homotypic aggregates, from which single cells detached completely. On confluent hMSCs, aggregates were replaced by strong heterotypic hMSC-INA-6 interactions, which modulated apoptosis time dependently. Only INA-6 daughter cells (nMA-INA6) detached from hMSCs by cell division but sustained adherence to hMSC-adhering mother cells (MA-INA6). Isolated nMA-INA6 indicated hMSC autonomy through superior viability after IL6 withdrawal and upregulation of proliferation-related genes. MA-INA6 upregulated adhesion and retention factors (CXCL12), that, intriguingly, were highly expressed in myeloma samples from patients with longer overall and progression-free survival, but their expression decreased in relapsed myeloma samples. Altogether, in vitro dissemination of INA-6 is driven by detaching daughter cells after a cycle of hMSC-(re)attachment and proliferation, involving adhesion factors that represent a bone marrow-retentive phenotype with potential clinical relevance. SIGNIFICANCE: Novel methods describe in vitro dissemination of myeloma cells as detachment of daughter cells after cell division. Myeloma adhesion genes were identified that counteract in vitro detachment with potential clinical relevance.


Asunto(s)
Adhesión Celular , Proliferación Celular , Células Madre Mesenquimatosas , Mieloma Múltiple , Humanos , Mieloma Múltiple/patología , Mieloma Múltiple/genética , Mieloma Múltiple/metabolismo , Células Madre Mesenquimatosas/metabolismo , Células Madre Mesenquimatosas/patología , Apoptosis , Técnicas de Cocultivo , Línea Celular Tumoral , Agregación Celular , Supervivencia Celular
5.
Nat Commun ; 15(1): 2018, 2024 Mar 06.
Artículo en Inglés | MEDLINE | ID: mdl-38443393

RESUMEN

Matrix-encapsulated communities of bacteria, called biofilms, are ubiquitous in the environment and are notoriously difficult to eliminate in clinical and industrial settings. Biofilm formation likely evolved as a mechanism to protect resident cells from environmental challenges, yet how bacteria undergo threat assessment to inform biofilm development remains unclear. Here we find that population-level cell lysis events induce the formation of biofilms by surviving Vibrio cholerae cells. Survivors detect threats by sensing a cellular component released through cell lysis, which we identify as norspermidine. Lysis sensing occurs via the MbaA receptor with genus-level specificity, and responsive biofilm cells are shielded from phage infection and attacks from other bacteria. Thus, our work uncovers a connection between bacterial lysis and biofilm formation that may be broadly conserved among microorganisms.


Asunto(s)
Bacteriófagos , Vibrio cholerae , Biopelículas , Agregación Celular , Muerte Celular
6.
J Allergy Clin Immunol ; 153(5): 1306-1318, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38181841

RESUMEN

BACKGROUND: Airway obstruction caused by viscous mucus is an important pathophysiologic characteristic of persistent inflammation, which can result in organ damage. OBJECTIVE: We investigated the hypothesis that the biophysical characteristics of accumulating granulocytes affect the clinical properties of mucus. METHODS: Surgically acquired nasal mucus samples from patients with eosinophilic chronic rhinosinusitis and neutrophil-dominant, noneosinophilic chronic rhinosinusitis were evaluated in terms of computed tomography density, viscosity, water content, wettability, and protein composition. Isolated human eosinophils and neutrophils were stimulated to induce the formation of extracellular traps, followed by the formation of aggregates. The biophysical properties of the aggregated cells were also examined. RESULTS: Mucus from patients with eosinophilic chronic rhinosinusitis had significantly higher computed tomography density, viscosity, dry weight, and hydrophobicity compared to mucus from patients with noneosinophilic chronic rhinosinusitis. The levels of eosinophil-specific proteins in mucus correlated with its physical properties. Eosinophil and neutrophil aggregates showed physical and pathologic characteristics resembling those of mucus. Cotreatment with deoxyribonuclease and heparin, which slenderizes the structure of eosinophil extracellular traps, efficiently induced reductions in the viscosity and hydrophobicity of both eosinophil aggregates and eosinophilic mucus. CONCLUSIONS: The present study elucidated the pathogenesis of mucus stasis in infiltrated granulocyte aggregates from a novel perspective. These findings may contribute to the development of treatment strategies for eosinophilic airway diseases.


Asunto(s)
Eosinófilos , Trampas Extracelulares , Moco , Neutrófilos , Rinitis , Sinusitis , Humanos , Sinusitis/inmunología , Sinusitis/patología , Rinitis/inmunología , Rinitis/patología , Eosinófilos/inmunología , Enfermedad Crónica , Neutrófilos/inmunología , Moco/metabolismo , Masculino , Femenino , Adulto , Trampas Extracelulares/inmunología , Trampas Extracelulares/metabolismo , Persona de Mediana Edad , Viscosidad , Agregación Celular , Anciano , Mucosa Nasal/inmunología , Mucosa Nasal/patología , Rinosinusitis
7.
Methods Mol Biol ; 2751: 71-79, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-38265710

RESUMEN

Acidovorax avenae subsp. avenae (Aaa) is the causal agent of red stripe in sugarcane, a disease characterized by two forms: leaf stripe and top rot. Despite the importance of this disease, little is known about Aaa virulence factors (VFs) and their function in the infection process. Among the different array of VFs exerted by phytopathogenic bacteria, exopolysaccharides (EPSs) often confer a survival advantage by protecting the cell against abiotic and biotic stresses, including host defensive factors. They are also main components of the extracellular matrix involved in cell-cell recognition, surface adhesion, and biofilm formation. EPS composition and properties have been well studied for some plant pathogenic bacteria; nevertheless, there is no knowledge about Aaa-EPS. In this work, we describe a simple and reliable method for EPS production, precipitation, and quantification based on cold precipitation after ethanol addition, which will allow to study EPS characteristics of different Aaa strains and to evaluate the association among EPS (e.g., amount, composition, viscosity) and Aaa pathogenicity.


Asunto(s)
Comamonadaceae , Factores de Virulencia , Agregación Celular , Comunicación Celular
8.
Molecules ; 29(1)2024 Jan 04.
Artículo en Inglés | MEDLINE | ID: mdl-38202855

RESUMEN

The isoquinoline alkaloid berberine, derived from Coptidis rhizoma, exhibits antibacterial, hypoglycemic, and anti-inflammatory properties. Canagliflozin is a sodium-glucose cotransporter 2 (SGLT2) inhibitor. We synthesized compounds B9OC and B9OBU by conjugating canagliflozin and n-butane at the C9 position of berberine, aiming to develop antimicrobial agents for combating bacterial infections worldwide. We utilized clinically prevalent pathogenic bacteria, namely Staphylococcus aureus, Escherichia coli, and Pseudomonas aeruginosa, to investigate the antibacterial efficacy of B9OC. This was accomplished through the determination of the MIC80 values, analysis of bacterial growth curves, evaluation of biofilm formation using crystal violet staining, assessment of impact on bacterial proteins via SDS-PAGE analysis, and observation of alterations in bacterial morphology utilizing field emission scanning electron microscopy. Meanwhile, the ADMET of compound B9OC was predicted using a computer-aided method. The findings revealed that B9OC exhibited lower minimal inhibitory concentrations against all three bacteria compared to berberine alone or in combination with canagliflozin. The minimal inhibitory concentrations (MICs) of B9OC against the three experimental strains were determined to be 0.035, 0.258, and 0.331 mM. However, B9OBu exhibited a lower level of antimicrobial activity compared to berberine. The compound B9OC exhibits a broad spectrum of antibacterial activity by disrupting the integrity of bacterial cell walls, leading to cellular rupture and the subsequent degradation of intracellular proteins.


Asunto(s)
Berberina , Berberina/farmacología , Canagliflozina/farmacología , Antibacterianos/farmacología , Proteínas Bacterianas , Agregación Celular , Escherichia coli
9.
Soft Matter ; 19(42): 8136-8149, 2023 Nov 01.
Artículo en Inglés | MEDLINE | ID: mdl-37847026

RESUMEN

Reproducing bacteria self-organize to develop patterned biofilms in various conditions. Various factors contribute to the shaping of a multicellular bacterial organization. Here we investigate how motility force and self-secreted extracellular polymeric substances (EPS) influence bacterial cell aggregation, leading to phase-separated colonies using a particle-based/individual-based model. Our findings highlight the critical role of the interplay between motility force and depletion effects in regulating phase separation within a growing colony under far-from-equilibrium conditions. We observe that increased motility force hinders depletion-induced cell aggregation and phase segregation, necessitating a higher depletion effect for highly motile bacteria to undergo phase separation within a growing biofilm. We present a phase diagram illustrating the systematic variation of motility force and repulsive mechanical force, shedding light on the combined contributions of these two factors: self-propulsive motion and aggregation due to the depletion effect, resulting in the presence of small to large bacterial aggregates. Furthermore, our study reveals the dynamic nature of clustering, marked by changes in cluster size over time. Additionally, our findings suggest that differential dispersion among the components can lead to the localization of EPS at the periphery of a growing colony. Our study enhances the understanding of the collective dynamics of motile bacterial cells within a growing colony, particularly in the presence of a self-secreted polymer-driven depletion effect.


Asunto(s)
Biopelículas , Matriz Extracelular de Sustancias Poliméricas , Bacterias , Polímeros , Agregación Celular
10.
J Biol Chem ; 299(12): 105377, 2023 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-37866630

RESUMEN

Lipid rafts are highly ordered membrane domains that are enriched in cholesterol and glycosphingolipids and serve as major platforms for signal transduction. Cell detachment from the extracellular matrix (ECM) triggers lipid raft disruption and anoikis, which is a barrier for cancer cells to metastasize. Compared to single circulating tumor cells (CTCs), our recent studies have demonstrated that CD44-mediatd cell aggregation enhances the stemness, survival and metastatic ability of aggregated cells. Here, we investigated whether and how lipid rafts are involved in CD44-mediated cell aggregation. We found that cell detachment, which mimics the condition when tumor cells detach from the ECM to metastasize, induced lipid raft disruption in single cells, but lipid raft integrity was maintained in aggregated cells. We further found that lipid raft integrity in aggregated cells was required for Rac1 activation to prevent anoikis. In addition, CD44 and γ-secretase coexisted at lipid rafts in aggregated cells, which promoted CD44 cleavage and generated CD44 intracellular domain (CD44 ICD) to enhance stemness of aggregated cells. Consequently, lipid raft disruption inhibited Rac1 activation, CD44 ICD generation, and metastasis. Our findings reveal two new pathways regulated by CD44-mediated cell aggregation via maintaining lipid raft integrity. These findings also suggest that targeting cell aggregation-mediated pathways could be a novel therapeutic strategy to prevent CTC cluster-initiated metastasis.


Asunto(s)
Receptores de Hialuranos , Microdominios de Membrana , Proteínas de Unión al GTP Monoméricas , Proteína de Unión al GTP rac1 , Agregación Celular , Matriz Extracelular/metabolismo , Microdominios de Membrana/metabolismo , Proteínas de Unión al GTP Monoméricas/metabolismo , Transducción de Señal , Células MDA-MB-231 , Humanos , Animales , Ratones , Línea Celular Tumoral , Ratones Endogámicos BALB C , Receptores de Hialuranos/genética , Receptores de Hialuranos/metabolismo , Proteína de Unión al GTP rac1/genética , Proteína de Unión al GTP rac1/metabolismo , Anoicis , Activación Enzimática , Metástasis de la Neoplasia
11.
Soft Matter ; 19(36): 6920-6928, 2023 Sep 20.
Artículo en Inglés | MEDLINE | ID: mdl-37664878

RESUMEN

Bacteria often form biofilms in porous environments where an external flow is present, such as soil or filtration systems. To understand the initial stages of biofilm formation, one needs to study the interactions between cells, the fluid and the confining geometries. Here, we present an agent based numerical model for bacteria that takes into account the planktonic stage of motile cells as well as surface attachment and biofilm growth in a lattice Boltzmann fluid. In the planktonic stage we show the importance of the interplay between complex flow and cell motility when determining positions of surface attachment. In the growth stage we show the applicability of our model by investigating how external flow and biofilm stiffness determine qualitative colony morphologies as well as quantitative measurements of, e.g., permeability.


Asunto(s)
Biopelículas , Porosidad , Agregación Celular , Movimiento Celular , Permeabilidad
12.
Molecules ; 28(17)2023 Aug 22.
Artículo en Inglés | MEDLINE | ID: mdl-37687010

RESUMEN

Pseudomonas aeruginosa is an opportunistic pathogen responsible for many nosocomial infections. This bacterium uses Quorum Sensing (QS) to generate antimicrobial resistance (AMR) so its disruption is considered a novel approach. The current study describes the antibiofilm and QS inhibitory potential of extract and chemical components from Piper pertomentellum. The methodo- logy included the phytochemical study on the aerial part of the species, the determination of QS inhibition efficacy on Chromobacterium violaceum and the evaluation of the effect on biofilm formation and virulence factors on P. aeruginosa. The phytochemical study led to the isolation and identification of a new piperamide (ethyltembamide 1), together with four known amides (tembamide acetate 2, cepharadione B 3, benzamide 4 and tembamide 5). The results indicated that the ethanolic extract and some fractions reduced violacein production in C. violaceum, however, only the ethanolic extract caused inhibition of biofilm formation of P. aeruginosa on polystyrene microtiter plates. Finally, the investigation determined that molecules (1-5) inhibited the formation of biofilms (50% approximately), while compounds 2-4 can inhibit pyocyanin and elastase production (30-50% approximately). In this way, the study contributes to the determination of the potential of extract and chemical constituents from P pertomentellum to regulate the QS system in P. aeruginosa.


Asunto(s)
Pseudomonas aeruginosa , Percepción de Quorum , Biopelículas , Agregación Celular , Extractos Vegetales/farmacología
13.
Biomolecules ; 13(9)2023 08 24.
Artículo en Inglés | MEDLINE | ID: mdl-37759692

RESUMEN

Streptococcus mutans bacteria form a biofilm called plaque that causes oral diseases, including tooth decay. Therefore, inhibition of biofilm formation is essential to maintaining good oral health. The health and nutritional benefits of Cynodon dactylon are well documented, but very little is known about its use to treat against oral diseases. The aim of this study was to detect the adhesion strength of the S. mutans bacterial biofilm in 100 cases in the Rajshahi region and evaluate the inhibitory activity of different compound extracts of C. dactylon on the S. mutans bacterial biofilm by determining the composition of isolated compounds using phytochemical analysis. Nuclear magnetic resonance (NMR) spectroscopy confirmed that three specific compounds from C. dactylon were discovered in this study: 3,7,11,15 tetramethyl hexadec-2-4dien 1-o1, compound 3,7,11,15 tetramethylhexadec-2-en-1-o1 from phytol derivatives, and stigmasterol. Results indicated that the compound of 3,7,11,15-tetramethyl-hexadec-2-en-1-ol exhibited higher antibiofilm activities on S. mutans than those of the other compound extracts. A lower level of minimum inhibitory concentration was exposed by 3, 7, 11,15 tetramethyl hexadeca-2-en-1-o1 (T2) on S. mutans at 12.5 mL. In this case, the compound of 3,7,11,15 tetramethyl hexadec 2en-1-o1 was used, and patients showed a mean value and standard error reduced from 3.42 ± 0.21 to 0.33 ± 0.06 nm. The maximum inhibition was (80.10%) in the case of patient no. 17, with a value of p < 0.05 found for S. mutans to which 12.5 µL/mL ethyl acetate extract was applied. From these findings, it may be concluded that C. dactylon extracts can be incorporated into various oral preparations to prevent tooth decay.


Asunto(s)
Cynodon , Streptococcus mutans , Humanos , Bangladesh , Biopelículas , Agregación Celular
14.
Sci Rep ; 13(1): 14656, 2023 09 05.
Artículo en Inglés | MEDLINE | ID: mdl-37670076

RESUMEN

Mechanical properties of bacterial colonies are crucial considering both addressing their pathogenic effects and exploring their potential applications. Viscoelasticity is a key mechanical property with major impacts on the cell shapes and functions, which reflects the information about the cell envelope constituents. Hereby, we have proposed the application of photoacoustic viscoelasticity (PAVE) for studying the rheological properties of bacterial colonies. In this regard, we employed an intensity-modulated laser beam as the excitation source followed by the phase delay measurement between the generated PA signal and the reference for the characterization of colonies of two different types of Gram-positive and Gram-negative bacteria. The results of our study show that the colony of Staphylococcus aureus as Gram-positive bacteria has a significantly higher viscoelasticity ratio compared to that value for Acinetobacter baumannii as Gram-negative bacteria (77% difference). This may be due to the differing cell envelope structure between the two species, but we cannot rule out effects of biofilm formation in the colonies. Furthermore, a lumped model has been provided for the mechanical properties of bacterial colonies.


Asunto(s)
Acinetobacter baumannii , Bacterias Grampositivas , Antibacterianos , Bacterias Gramnegativas , Agregación Celular
15.
Proc Natl Acad Sci U S A ; 120(39): e2308238120, 2023 09 26.
Artículo en Inglés | MEDLINE | ID: mdl-37729203

RESUMEN

Vibrio cholerae, the causative agent of the disease cholera, is responsible for multiple pandemics. V. cholerae binds to and colonizes the gastrointestinal tract within the human host, as well as various surfaces in the marine environment (e.g., zooplankton) during interepidemic periods. A large adhesin, the Flagellar Regulated Hemagglutinin A (FrhA), enhances binding to erythrocytes and epithelial cells and enhances intestinal colonization. We identified a peptide-binding domain (PBD) within FrhA that mediates hemagglutination, binding to epithelial cells, intestinal colonization, and facilitates biofilm formation. Intriguingly, this domain is also found in the ice-binding protein of the Antarctic bacterium Marinomonas primoryensis, where it mediates binding to diatoms. Peptide inhibitors of the M. primoryensis PBD inhibit V. cholerae binding to human cells as well as to diatoms and inhibit biofilm formation. Moreover, the M. primoryensis PBD inserted into FrhA allows V. cholerae to bind human cells and colonize the intestine and also enhances biofilm formation, demonstrating the interchangeability of the PBD from these bacteria. Importantly, peptide inhibitors of PBD reduce V. cholerae intestinal colonization in infant mice. These studies demonstrate how V. cholerae uses a PBD shared with a diatom-binding Antarctic bacterium to facilitate intestinal colonization in humans and biofilm formation in the environment.


Asunto(s)
Diatomeas , Vibrio cholerae , Animales , Humanos , Lactante , Ratones , Bacterias , Agregación Celular , Tracto Gastrointestinal , Intestinos , Vibrio cholerae/genética
16.
ACS Appl Mater Interfaces ; 15(37): 43591-43606, 2023 Sep 20.
Artículo en Inglés | MEDLINE | ID: mdl-37681687

RESUMEN

In the context of long-term antimicrobial treatment, the emergence of bacterial resistance poses a significant challenge. Therefore, there is a pressing need to develop novel antimicrobial materials and methods that can effectively and safely combat microbial infections. This study focuses on the synthesis of bacterial cellulose-polymethylene blue (BC-PMB) with integrated photodynamic and photoelectric antimicrobial properties. The polymerization of methyl blue (MB) onto bacterial celluloses (BC) was achieved, and through comprehensive computational analyses using density functional theory (DFT) and molecular dynamics simulations, it was confirmed that this polymerization greatly enhanced the binding efficiency between methylene blue and BC. Additionally, polymethylene blue (PMB) exhibited superior photoexcitation efficiency and conductivity compared to its precursor. When BC-PMB was exposed to a 30 mW 660 nm light source for 30 min, the material demonstrated a remarkable antimicrobial efficacy of 93.99% against Escherichia coli and 98.58% against Staphylococcus aureus. Furthermore, the synergistic effect of photodynamic and photoelectric antimicrobial mechanisms exhibited long-term inhibitory capabilities against bacterial biofilms.


Asunto(s)
Biopelículas , Azul de Metileno , Azul de Metileno/farmacología , Polimerizacion , Agregación Celular , Celulosa/farmacología , Escherichia coli
18.
PLoS Comput Biol ; 19(9): e1011424, 2023 09.
Artículo en Inglés | MEDLINE | ID: mdl-37672526

RESUMEN

Chronic Pseudomonas aeruginosa (Pa) lung infections are the leading cause of mortality among cystic fibrosis (CF) patients; therefore, the eradication of new-onset Pa lung infections is an important therapeutic goal that can have long-term health benefits. The use of early antibiotic eradication therapy (AET) has been shown to clear the majority of new-onset Pa infections, and it is hoped that identifying the underlying basis for AET failure will further improve treatment outcomes. Here we generated machine learning models to predict AET outcomes based on pathogen genomic data. We used a nested cross validation design, population structure control, and recursive feature selection to improve model performance and showed that incorporating population structure control was crucial for improving model interpretation and generalizability. Our best model, controlling for population structure and using only 30 recursively selected features, had an area under the curve of 0.87 for a holdout test dataset. The top-ranked features were generally associated with motility, adhesion, and biofilm formation.


Asunto(s)
Fibrosis Quística , Infecciones por Pseudomonas , Humanos , Niño , Fibrosis Quística/complicaciones , Fibrosis Quística/tratamiento farmacológico , Pseudomonas aeruginosa , Agregación Celular , Infecciones por Pseudomonas/complicaciones , Infecciones por Pseudomonas/tratamiento farmacológico , Pulmón , Antibacterianos/uso terapéutico
19.
Med Sci Monit ; 29: e940704, 2023 Sep 09.
Artículo en Inglés | MEDLINE | ID: mdl-37688296

RESUMEN

BACKGROUND Previous research reported that the resistance mechanism of Acinetobacter baumannii resistance to tigecycline was mainly related to the overexpression of the AdeABC efflux pump system. Biofilm formation is a notable pathogenesis of A. baumannii infections and antibiotic resistance. Our study explores the latent relevance of biofilm-associated genes and efflux pump genes in A. baumannii tigecycline resistance. MATERIAL AND METHODS A total of 78 clinical samples were collected from October 2018 to October 2019. Seventy-two clinically isolated A. baumannii strains were divided into a tigecycline-resistant Acinetobacter baumannii (TR-AN) group and tigecycline-sensitive Acinetobacter baumannii (TS-AN) group by tigecycline minimum inhibitory concentration tests. The biofilm formation of the 2 groups was observed using crystal violet staining. Furthermore, biofilm-related genes and efflux pump genes were analyzed by RT-PCR. RESULTS The biofilm-forming rate of the TR-AN group was 82.2%, and that of the TS-AN group was 14.8%. The biofilm synthesis gene bfs was 91.3% positive in the TR-AN group, significantly higher than in the TS-AN group at the transcription level (P<0.05). The minimum inhibitory concentration of tigecycline was higher in the TR-AN group with biofilm formation than in the TR-AN group without biofilm formation (P<0.05). The efflux pump AdeB gene was 95.2% positive in the TR-AN group with biofilm formation and 38.7% positive in the TR-AN group without biofilm formation. CONCLUSIONS The biofilm formation of A. baumannii may be positively related to tigecycline resistance ability because of the co-expression of the bfs gene and the AdeB efflux pump gene. The enhanced transcription level of bfs and AdeB promotes biofilm formation to improve the resistance of A. baumannii to tigecycline.


Asunto(s)
Acinetobacter baumannii , Acinetobacter baumannii/genética , Tigeciclina/farmacología , Biopelículas , Agregación Celular , Violeta de Genciana
20.
Sci Rep ; 13(1): 15368, 2023 09 16.
Artículo en Inglés | MEDLINE | ID: mdl-37717062

RESUMEN

Vibrio species can cause foodborne infections and lead to serious gastrointestinal illnesses. The purpose of this research was to detect the Vibrio cholerae and Vibrio parahaemolyticus in raw milk, dairy products, and water samples. Also, it investigated the virulence factors, antibiotic resistance and biofilm formation in isolated bacteria. Conventional and molecular approaches were used to identify the isolates in this study. Vibrio species were detected in 5% of the samples. Vibrio cholerae and Vibrio parahaemolyticus were isolated from 1.25 and 1.5%, respectively, of the total samples. Penicillin resistance was detected in all strains of Vibrio cholerae and Vibrio parahaemolyticus, with a MAR index ranging from 0.16 to 0.5. Four isolates were moderate biofilm producer and three of them were MDR. When Vibrio cholerae was screened for virulence genes, ctxAB, hlyA, and tcpA were found in 80, 60, and 80% of isolates, respectively. However, tdh + /trh + associated-virulence genes were found in 33.3% of Vibrio parahaemolyticus isolates.


Asunto(s)
Vibrio cholerae , Vibrio parahaemolyticus , Vibrio parahaemolyticus/genética , Biopelículas , Agregación Celular , Agua
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