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2.
Methods Mol Biol ; 2804: 179-194, 2024.
Article in English | MEDLINE | ID: mdl-38753148

ABSTRACT

Antibiotic susceptibility testing (AST) is a routine procedure in diagnostic laboratories to determine pathogen resistance profiles toward antibiotics. The need for fast and accurate resistance results is rapidly increasing with a global rise in pathogen antibiotic resistance over the past years. Microfluidic technologies can enable AST with lower volumes, lower cell numbers, and a reduction in the sample-to-result time compared to state-of-the-art systems. We present a protocol to perform AST on a miniaturized nanoliter chamber array platform. The chambers are filled with antibiotic compounds and oxygen-sensing nanoprobes that serve as a viability indicator. The growth of bacterial cells in the presence of different concentrations of antibiotics is monitored; living cells consume oxygen, which can be observed as an increase of a luminesce signal within the growth chambers. Here, we demonstrate the technique using a quality control Escherichia coli strain, ATCC 35218. The AST requires 20 µL of a diluted bacterial suspension (OD600 = 0.02) and provides resistance profiles about 2-3 h after the inoculation. The microfluidic method can be adapted to other aerobic pathogens and is of particular interest for slow-growing strains.


Subject(s)
Anti-Bacterial Agents , Escherichia coli , Microbial Sensitivity Tests , Microbial Sensitivity Tests/methods , Microbial Sensitivity Tests/instrumentation , Anti-Bacterial Agents/pharmacology , Escherichia coli/drug effects , Escherichia coli/growth & development , Escherichia coli/metabolism , Oxygen Consumption/drug effects , Microfluidic Analytical Techniques/instrumentation , Microfluidic Analytical Techniques/methods , Oxygen/metabolism , Lab-On-A-Chip Devices
5.
BMC Biol ; 20(1): 114, 2022 05 16.
Article in English | MEDLINE | ID: mdl-35578204

ABSTRACT

BACKGROUND: Intracellularly active antimicrobial peptides are promising candidates for the development of antibiotics for human applications. However, drug development using peptides is challenging as, owing to their large size, an enormous sequence space is spanned. We built a high-throughput platform that incorporates rapid investigation of the sequence-activity relationship of peptides and enables rational optimization of their antimicrobial activity. The platform is based on deep mutational scanning of DNA-encoded peptides and employs highly parallelized bacterial self-screening coupled to next-generation sequencing as a readout for their antimicrobial activity. As a target, we used Bac71-23, a 23 amino acid residues long variant of bactenecin-7, a potent translational inhibitor and one of the best researched proline-rich antimicrobial peptides. RESULTS: Using the platform, we simultaneously determined the antimicrobial activity of >600,000 Bac71-23 variants and explored their sequence-activity relationship. This dataset guided the design of a focused library of ~160,000 variants and the identification of a lead candidate Bac7PS. Bac7PS showed high activity against multidrug-resistant clinical isolates of E. coli, and its activity was less dependent on SbmA, a transporter commonly used by proline-rich antimicrobial peptides to reach the cytosol and then inhibit translation. Furthermore, Bac7PS displayed strong ribosomal inhibition and low toxicity against eukaryotic cells and demonstrated good efficacy in a murine septicemia model induced by E. coli. CONCLUSION: We demonstrated that the presented platform can be used to establish the sequence-activity relationship of antimicrobial peptides, and showed its usefulness for hit-to-lead identification and optimization of antimicrobial drug candidates.


Subject(s)
Anti-Infective Agents , Escherichia coli , Animals , Anti-Bacterial Agents/chemistry , Anti-Bacterial Agents/pharmacology , Anti-Infective Agents/metabolism , Anti-Infective Agents/pharmacology , Antimicrobial Cationic Peptides/chemistry , Antimicrobial Cationic Peptides/genetics , Antimicrobial Cationic Peptides/pharmacology , Antimicrobial Peptides , Escherichia coli/genetics , Escherichia coli/metabolism , Humans , Mice , Microbial Sensitivity Tests , Peptides, Cyclic , Proline/metabolism
6.
Sci Rep ; 12(1): 4097, 2022 03 08.
Article in English | MEDLINE | ID: mdl-35260685

ABSTRACT

The number of newly approved antimicrobial compounds has been steadily decreasing over the past 50 years emphasizing the need for novel antimicrobial substances. Here we present Mex, a method for the high-throughput discovery of novel antimicrobials, that relies on E. coli self-screening to determine the bioactivity of more than ten thousand naturally occurring peptides. Analysis of thousands of E. coli growth curves using next-generation sequencing enables the identification of more than 1000 previously unknown antimicrobial peptides. Additionally, by incorporating the kinetics of growth inhibition, a first indication of the mode of action is obtained, which has implications for the ultimate usefulness of the peptides in question. The most promising peptides of the screen are chemically synthesized and their activity is determined in standardized susceptibility assays. Ten out of 15 investigated peptides efficiently eradicate bacteria at a minimal inhibitory concentration in the lower µM or upper nM range. This work represents a step-change in the high-throughput discovery of functionally diverse antimicrobials.


Subject(s)
Anti-Infective Agents , Escherichia coli , Anti-Bacterial Agents/chemistry , Anti-Bacterial Agents/pharmacology , Anti-Infective Agents/pharmacology , Microbial Sensitivity Tests , Peptides/pharmacology
7.
Small Methods ; 5(8): e2100331, 2021 08.
Article in English | MEDLINE | ID: mdl-34927870

ABSTRACT

Microfluidic methods for the formation of single and double emulsion (DE) droplets allow for the encapsulation and isolation of reactants inside nanoliter compartments. Such methods have greatly enhanced the toolbox for high-throughput screening for cell or enzyme engineering and drug discovery. However, remaining challenges in the supply of reagents into these enclosed compartments limit the applicability of droplet microfluidics. Here, a strategy is introduced for on-demand delivery of reactants in DEs. Lipid vesicles are used as reactant carriers, which are co-encapsulated in double emulsions and release their cargo upon addition of an external trigger, here the anionic surfactant sodium dodecyl sulfate (SDS). The reagent present inside the lipid vesicles stays isolated from the remaining content of the DE vessel until SDS enters the DE lumen and solubilizes the vesicles' lipid bilayer. The versatility of the method is demonstrated with two critical applications chosen as representative assays for high-throughput screening: the induction of gene expression in bacteria and the initiation of an enzymatic reaction. This method not only allows for the release of the lipid vesicle content inside DEs to be synchronized for all DEs but also for the release to be triggered at any desired time.


Subject(s)
Lipid Bilayers , Microfluidics , Emulsions/chemistry , Gene Expression , Indicators and Reagents , Microfluidics/methods
8.
Lab Chip ; 21(21): 4071-4080, 2021 10 26.
Article in English | MEDLINE | ID: mdl-34618882

ABSTRACT

Microbial cells represent a standard production host for various important biotechnological products. Production yields can be increased by optimising strains and growth conditions and understanding deviations in production rates over time or within the microbial population. We introduce here microfluidic cultivation chambers for highly parallel studies on microbial cultures, enabling continuous biosynthesis monitoring of the industrially relevant product by Escherichia coli cells. The growth chambers are defined by ring-valves that encapsulate a volume of 200 pL when activated. Bacterial cells, labelled with magnetic beads, are inoculated in a small magnetic trap, positioned in the centre of each chamber. Afterwards, the ring-valves are partially activated, allowing for exchange reagents, such as the addition of fresh media or specific inducers of biosynthesis, while the bacterial cells and their progeny are maintained inside. On this platform, we monitor the production of riboflavin (vitamin B2). We used different variants of a riboflavin-overproducing bacterial strain with different riboflavin production levels and could distinguish them on the level of individual micro-colonies. In addition, we could also observe differences in the bacterial morphology with respect to the production. The presented platform represents a flexible microfluidic tool for further studies of microbial cell factories.


Subject(s)
Escherichia coli , Microfluidics , Riboflavin/biosynthesis , Vitamins/biosynthesis , Culture Media , Escherichia coli/genetics , Industrial Microbiology
9.
ACS Sens ; 6(6): 2202-2210, 2021 06 25.
Article in English | MEDLINE | ID: mdl-33900065

ABSTRACT

Rapid identification of a pathogen and the measurement of its antibiotic susceptibility are key elements in the diagnostic process of bacterial infections. Microfluidic technologies offer great control over handling and manipulation of low sample volumes with the possibility to study microbial cultures on the single-cell level. Downscaling the dimensions of cultivation systems directly results in a lower number of bacteria required for antibiotic susceptibility testing (AST) and thus in a reduction of the time to result. The developed platform presented in this work allows the reading of pathogen resistance profiles within 2-3 h based on the changes of dissolved oxygen levels during bacterial cultivation. The platform contains hundreds of individual growth chambers prefilled with a hydrogel containing oxygen-sensing nanoprobes and different concentrations of antibiotic compounds. The performance of the developed platform is tested using quality control Escherichia coli strains (ATCC 25922 and ATCC 35218) in response to clinically relevant antibiotics. The results are in agreement with values given in reference guidelines and independent measurements using a clinical AST protocol. Finally, the platform is successfully used for the AST of an E. coli clinical isolate obtained from a patient blood culture.


Subject(s)
Escherichia coli , Microfluidics , Anti-Bacterial Agents/pharmacology , Humans , Microbial Sensitivity Tests , Respiration
10.
Small ; 17(2): e2005523, 2021 01.
Article in English | MEDLINE | ID: mdl-33325637

ABSTRACT

Efficient production hosts are a key requirement for bringing biopharmaceutical and biotechnological innovations to the market. In this work, a truly universal high-throughput platform for optimization of microbial protein production is described. Using droplet microfluidics, large genetic libraries of strains are encapsulated into biocompatible gel beads that are engineered to selectively retain any protein of interest. Bead-retained products are then fluorescently labeled and strains with superior production titers are isolated using flow cytometry. The broad applicability of the platform is demonstrated by successfully culturing several industrially relevant bacterial and yeast strains and detecting peptides or proteins of interest that are secreted or released from the cell via autolysis. Lastly, the platform is applied to optimize cutinase secretion in Komagataella phaffii (Pichia pastoris) and a strain with 5.7-fold improvement is isolated. The platform permits the analysis of >106 genotypes per day and is readily applicable to any protein that can be equipped with a His6 -tag. It is envisioned that the platform will be useful for large screening campaigns that aim to identify improved hosts for large-scale production of biotechnologically relevant proteins, thereby accelerating the costly and time-consuming process of strain engineering.


Subject(s)
Microfluidics , Pichia , Recombinant Proteins/genetics , Saccharomycetales
11.
Methods Enzymol ; 644: 169-189, 2020.
Article in English | MEDLINE | ID: mdl-32943144

ABSTRACT

The screening of large libraries of enzyme variants remains an essential tool in evolving biocatalysts toward improved properties for applications in medicine, chemistry, and a broad variety of other fields. Over the last decades, the technology for conducting systematic screens of arrayed members of a library of enzyme variants has made great strides in terms of increasing throughput and reducing assay volume. Here, we describe in detail an alternative to arrayed analysis, which is a screen based on density shifts in result of changed enzyme function, which allows highly parallelized screening. Specifically, we link changes in protease substrate specificity in vivo to the production of an alternative reporter protein, catalase. Depending on the catalase expression level, microcolonies of library bacteria with active protease variants contained in polymeric droplets generate an oxygen bubble, which causes a density shift in the droplet and enables it to float.


Subject(s)
High-Throughput Screening Assays , Peptide Hydrolases , Gene Library , Microfluidics , Substrate Specificity
12.
Anal Chem ; 92(5): 3810-3818, 2020 03 03.
Article in English | MEDLINE | ID: mdl-31990188

ABSTRACT

Miniaturization of cell-based assays enables the analysis of secreted compounds from low cell numbers down to a single cell. Droplet microfluidics is a well-established tool for high-throughput single-cell analysis. Nevertheless, the integration of label-free bioanalytical techniques like mass spectrometry is still ongoing. For example, without additional separation steps, droplet-enclosed cells do not survive the analysis. Cell separation techniques for droplets have been reported, but could not yet be coupled to mass spectrometric analysis. Here, we present a simple approach for high-throughput cell separation in parallel in nanoliter droplets and demonstrate that it can be used for qualitative analysis of protein secretion by the yeast Komagataella phaffii. Using a custom-made droplet spotter, we generated an array of 200 droplets of nanoliter volumes on a glass plate, each containing approximately 500 cells. After cultivation for 24 h, a second plate was placed above the droplet array and brought in contact with the droplets. All droplets were sampled in parallel by plate-based droplet splitting. The nanoliter samples of the supernatant could be interfaced with mass spectrometry and we were able to detect the protein brazzein (his-tagged, 7445 Da) in all but two droplets. Additionally, we show that the cells were viable after the cell separation and a sample from one spot could be transferred to a cultivation tube. An advantage of our protocol is that each cell suspension is directly linked to the analysis result by its position. Furthermore, we demonstrate that our method is capable of splitting around 6000 droplets in a few seconds. In the future, additional processing steps on a small scale, such as desalting and protein digestion, could be developed and will enable structural proteomics in nanoliter volumes.


Subject(s)
Recombinant Proteins/analysis , Saccharomycetales/metabolism , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization/methods , Microfluidics/instrumentation , Miniaturization , Plant Proteins/genetics , Plant Proteins/metabolism , Recombinant Proteins/biosynthesis , Recombinant Proteins/isolation & purification , Single-Cell Analysis
13.
ACS Appl Mater Interfaces ; 11(38): 34698-34706, 2019 Sep 25.
Article in English | MEDLINE | ID: mdl-31454223

ABSTRACT

We present an optimized protocol to encapsulate bacteria inside giant unilamellar lipid vesicles combined with a microfluidic platform for real-time monitoring of microbial growth and production. The microfluidic device allows us to immobilize the lipid vesicles and record bacterial growth and production using automated microscopy. Moreover, the lipid vesicles retain hydrophilic molecules and therefore can be used to accumulate products of microbial biosynthesis, which we demonstrate here for a riboflavin-producing bacterial strain. We show that stimulation as well as inhibition of bacterial production can be performed through the liposomal membrane simply by passive diffusion of inducing or antibiotic compounds, respectively. The possibility to introduce as well as accumulate compounds in liposomal cultivation compartments represents great advantage over the current state of the art systems, emulsion droplets, and gel beads. Additionally, the encapsulation of bacteria and monitoring of individual lipid vesicles have been accomplished on a single microfluidic device. The presented system paves the way toward highly parallel microbial cultivation and monitoring as required in biotechnology, basic research, or drug discovery.


Subject(s)
Escherichia coli K12/growth & development , Lab-On-A-Chip Devices , Unilamellar Liposomes/chemistry , Emulsions , Escherichia coli K12/cytology
14.
Nat Chem Biol ; 15(5): 437-443, 2019 05.
Article in English | MEDLINE | ID: mdl-30936500

ABSTRACT

The rise of antibiotic resistance demands the acceleration of molecular diversification strategies to inspire new chemical entities for antibiotic medicines. We report here on the large-scale engineering of ribosomally synthesized and post-translationally modified antimicrobial peptides carrying the ring-forming amino acid lanthionine. New-to-nature variants featuring distinct properties were obtained by combinatorial shuffling of peptide modules derived from 12 natural antimicrobial lanthipeptides and processing by a promiscuous post-translational modification machinery. For experimental characterization, we developed the nanoFleming, a miniaturized and parallelized high-throughput inhibition assay. On the basis of a hit set of >100 molecules, we identified variants with improved activity against pathogenic bacteria and shifted activity profiles, and extrapolated design guidelines that will simplify the identification of peptide-based anti-infectives in the future.


Subject(s)
Alanine/analogs & derivatives , Anti-Bacterial Agents/pharmacology , Bacteria/drug effects , Peptides/pharmacology , Protein Engineering , Sulfides/pharmacology , Alanine/chemistry , Alanine/metabolism , Alanine/pharmacology , Anti-Bacterial Agents/chemistry , Anti-Bacterial Agents/metabolism , Drug Design , Microbial Sensitivity Tests , Peptides/chemistry , Peptides/metabolism , Sulfides/chemistry , Sulfides/metabolism
15.
Clin Infect Dis ; 68(2): 239-246, 2019 01 07.
Article in English | MEDLINE | ID: mdl-29901775

ABSTRACT

Background: Intervention by infectious diseases (ID) physicians improves outcomes for inpatients in Medicare, but patients with other insurance types could fare differently. We assessed whether ID involvement leads to better outcomes among privately insured patients under age 65 years hospitalized with common infections. Methods: We performed a retrospective analysis of administrative claims data from community hospital and postdischarge ambulatory care. Patients were privately insured individuals less than 65 years old with an acute-care stay in 2014 for selected infections, classed as having early (by day 3) or late (after day 3) ID intervention, or none. Key outcomes were mortality, cost, length of the index stay, readmission rate, mortality, and total cost of care over the first 30 days after discharge. Results: Patients managed with early ID involvement had shorter length of stay, lower spending, and lower mortality in the index stay than those patients managed without ID involvement. Relative to late, early ID involvement was associated with shorter length of stay and lower cost. Individuals with early ID intervention during hospitalization had fewer readmissions and lower healthcare payments after discharge. Relative to late, those with early ID intervention experienced lower readmission, lower spending, and lower mortality. Conclusions: Among privately insured patients less than 65 years old, treated in a hospital, early intervention with an ID physician was associated with lower mortality rate and shorter length of stay. Patients who received early ID intervention during their hospital stay were less likely to be readmitted after discharge and had lower total healthcare spending.


Subject(s)
Health Care Costs , Infectious Disease Medicine , Patient Readmission , Cohort Studies , Female , Hospitals , Humans , Infection Control/methods , Male , Patient Discharge , Retrospective Studies , United States
16.
Sci Rep ; 8(1): 3000, 2018 02 14.
Article in English | MEDLINE | ID: mdl-29445212

ABSTRACT

The ability of whole cells to catalyse multistep reactions, often yielding synthetically demanding compounds later used by industrial biotech or pharma, makes them an indispensable tool of synthetic chemistry. The complex reaction network employed by cellular catalysts and the still only moderate predictive power of modelling approaches leaves this tool challenging to engineer. Frequently, large libraries of semi-rationally generated variants are sampled in high-throughput mode in order to then identify improved catalysts. We present a method for space- and time-efficient processing of very large libraries (107) of recombinant cellular catalysts, in which the phenotypic characterisation and the isolation of positive variants for the entire library is done within one minute in a single, highly parallelized operation. Specifically, product formation in nanolitre-sized cultivation vessels is sensed and translated into the formation of catalase as a reporter protein. Exposure to hydrogen peroxide leads to oxygen gas formation and thus to a density shift of the cultivation vessel. Exploiting Archimedes' principle, this density shift and the resulting upward buoyancy force can be used for batch-wise library sampling. We demonstrate the potential of the method for both, screening and selection protocols, and envision a wide applicability of the system for biosensor-based assays.

18.
Sci Rep ; 7(1): 12327, 2017 09 26.
Article in English | MEDLINE | ID: mdl-28951570

ABSTRACT

Multiplexed gene expression optimization via modulation of gene translation efficiency through ribosome binding site (RBS) engineering is a valuable approach for optimizing artificial properties in bacteria, ranging from genetic circuits to production pathways. Established algorithms design smart RBS-libraries based on a single partially-degenerate sequence that efficiently samples the entire space of translation initiation rates. However, the sequence space that is accessible when integrating the library by CRISPR/Cas9-based genome editing is severely restricted by DNA mismatch repair (MMR) systems. MMR efficiency depends on the type and length of the mismatch and thus effectively removes potential library members from the pool. Rather than working in MMR-deficient strains, which accumulate off-target mutations, or depending on temporary MMR inactivation, which requires additional steps, we eliminate this limitation by developing a pre-selection rule of genome-library-optimized-sequences (GLOS) that enables introducing large functional diversity into MMR-proficient strains with sequences that are no longer subject to MMR-processing. We implement several GLOS-libraries in Escherichia coli and show that GLOS-libraries indeed retain diversity during genome editing and that such libraries can be used in complex genome editing operations such as concomitant deletions. We argue that this approach allows for stable and efficient fine tuning of chromosomal functions with minimal effort.


Subject(s)
Bacterial Proteins/genetics , Escherichia coli/genetics , Gene Editing/methods , Genome, Bacterial/genetics , Ribosomes/genetics , Binding Sites/genetics , CRISPR-Cas Systems/genetics , DNA Mismatch Repair/genetics , Gene Library , Mutation
19.
Infect Dis Clin North Am ; 31(2): 325-338, 2017 06.
Article in English | MEDLINE | ID: mdl-28483044

ABSTRACT

Osteomyelitis is an ancient disease with varied pathophysiology. The several clinical syndromes associated with bone infection have specific clinical presentations and microbiology. Successful recognition and management of the disease requires a knowledge of these mechanisms and the organisms most common in each. Diagnosis is made by a combination of clinical examination, supportive blood testing, and appropriate radiography. With these elements in place, patient presentation can be placed in the framework of a staging system, which often helps to suggest the appropriate mix of antimicrobial and surgical therapies.


Subject(s)
Osteomyelitis/diagnosis , Osteomyelitis/therapy , Adult , Anti-Bacterial Agents/therapeutic use , Child , Diabetic Foot/complications , Diabetic Foot/microbiology , Female , Humans , Male , Methicillin-Resistant Staphylococcus aureus/drug effects , Methicillin-Resistant Staphylococcus aureus/isolation & purification , Osteomyelitis/drug therapy , Radiography/methods , Staphylococcal Infections/diagnosis , Staphylococcal Infections/drug therapy
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