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1.
Rapid Commun Mass Spectrom ; 36(3): e9222, 2022 Jan 30.
Article in English | MEDLINE | ID: mdl-34783086

ABSTRACT

RATIONALE: The multi-attribute method (MAM) has become a valuable mass spectrometry (MS)-based tool that can identify and quantify the site-specific product attributes and purity information for biotherapeutics such as monoclonal antibodies (mAbs) and fusion molecules in recent years. As we expand the use of the MAM at various stages of drug development, it is critical to enhance the sample preparation throughput without additional chemical modifications and variability. METHODS: In this study, a fully automated MAM sample preparation protocol is presented, where rapid desalting in less than 15 minutes is achieved using miniaturized size-exclusion chromatography columns in pipette tips on an automated liquid handler. The peptide samples were analyzed using an electrospray ionization (ESI) orbitrap mass spectrometer coupled to an ultra-high-performance liquid chromatography (UHPLC) system with a dual column switching system. RESULTS: No significant change was observed in product attributes and their quantities compared with manual, low-artifact sample preparation. The sample recovery using the buffer exchange tips was greatly enhanced over the manual spin cartridges while still demonstrating excellent reproducibility for a wide variety of starting sample concentrations. Unlike a plate desalting system, the individual columns provide flexibility in the number of samples prepared at a time and sample locations within plates. CONCLUSIONS: This automated protocol enables the preparation of up to 96 samples with less "at-bench" time than the manual preparation of a smaller batch of samples, thereby greatly facilitating support of process development and the use of the MAM in quality control.


Subject(s)
Automation/methods , Chromatography, Gel/methods , Chromatography, High Pressure Liquid/methods , Peptides/chemistry , Spectrometry, Mass, Electrospray Ionization/methods , Automation/instrumentation , Buffers , Peptides/isolation & purification , Quality Control
2.
Elife ; 102021 12 09.
Article in English | MEDLINE | ID: mdl-34882088

ABSTRACT

In the past few decades, aquatic animals have become popular model organisms in biology, spurring a growing need for establishing aquatic facilities. Zebrafish are widely studied and relatively easy to culture using commercial systems. However, a challenging aspect of maintaining aquatic facilities is animal feeding, which is both time- and resource-consuming. We have developed an open-source fully automatic daily feeding system, Zebrafish Automatic Feeder (ZAF). ZAF is reliable, provides a standardized amount of food to every tank, is cost-efficient and easy to build. The advanced version, ZAF+, allows for the precise control of food distribution as a function of fish density per tank, and has a user-friendly interface. Both ZAF and ZAF+ are adaptable to any laboratory environment and facilitate the implementation of aquatic colonies. Here, we provide all blueprints and instructions for building the mechanics, electronics, fluidics, as well as to setup the control software and its user-friendly graphical interface. Importantly, the design is modular and can be scaled to meet different user needs. Furthermore, our results show that ZAF and ZAF+ do not adversely affect zebrafish culture, enabling fully automatic feeding for any aquatic facility.


Subject(s)
Aquaculture/instrumentation , Automation/instrumentation , Software , Zebrafish/physiology , Animal Feed , Animals , Aquaculture/methods , Automation/methods , Data Collection , Feeding Behavior
3.
PLoS Negl Trop Dis ; 15(10): e0009870, 2021 10.
Article in English | MEDLINE | ID: mdl-34634052

ABSTRACT

Chagas disease, caused by the protozoan intracellular parasite Trypanosoma cruzi, is a highly neglected tropical disease, causing significant morbidity and mortality in central and south America. Current treatments are inadequate, and recent clinical trials of drugs inhibiting CYP51 have failed, exposing a lack of understanding of how to translate laboratory findings to the clinic. Following these failures many new model systems have been developed, both in vitro and in vivo, that provide improved understanding of the causes for clinical trial failures. Amongst these are in vitro rate-of-kill (RoK) assays that reveal how fast compounds kill intracellular parasites. Such assays have shown clear distinctions between the compounds that failed in clinical trials and the standard of care. However, the published RoK assays have some key drawbacks, including low time-resolution and inability to track the same cell population over time. Here, we present a new, live-imaging RoK assay for intracellular T. cruzi that overcomes these issues. We show that the assay is highly reproducible and report high time-resolution RoK data for key clinical compounds as well as new chemical entities. The data generated by this assay allow fast acting compounds to be prioritised for progression, the fate of individual parasites to be tracked, shifts of mode-of-action within series to be monitored, better PKPD modelling and selection of suitable partners for combination therapy.


Subject(s)
Automation/methods , Chagas Disease/parasitology , Drug Evaluation, Preclinical/methods , Microscopy, Fluorescence/methods , Trypanocidal Agents/pharmacology , Trypanosoma cruzi/drug effects , Automation/instrumentation , Drug Evaluation, Preclinical/instrumentation , Humans , Microscopy, Fluorescence/instrumentation , Trypanosoma cruzi/genetics , Trypanosoma cruzi/physiology
4.
Anaerobe ; 71: 102415, 2021 Oct.
Article in English | MEDLINE | ID: mdl-34298152

ABSTRACT

OBJECTIVES: To improve the diagnostic accuracy of Clostridioides difficile infection, current U.S. and E.U. guidelines recommend multistep testing that detects the presence of C. difficile and toxin in clinically relevant stool samples to confirm active disease. An accepted gold standard to detect C. difficile toxins is the cell cytotoxicity neutralization assay (CCNA). Although highly sensitive, the traditional CCNA has limitations. One such limitation is the subjective interpretation of an analyst to recognize cytopathic effects in cultured cells exposed to a fecal sample containing toxin. To overcome this limitation, an automated CCNA was developed that replaces most human pipetting steps with robotics and incorporates CellTiterGlo® for a semi-quantitative, non-subjective measure of cell viability instead of microscopy. METHODS: To determine sample positivity and control for non-specific cytopathic effects, two thresholds were defined and validated by evaluating the sample with/without antitoxin antisera (sample-antitoxin/sample + antitoxin): 1) a >70% cell viability threshold was validated with samples containing anti-toxin, and 2) a >1.2-fold difference cut-off where sample results above the cut-off are considered positive. RESULTS: Assay validation demonstrated excellent accuracy, precision, and sample linearity with an LOD of 126.9 pg/mL toxin-B in stool. The positivity cut-offs were clinically validated by comparing 322 diarrheal stool sample results with those run in a predicate, microscopic readout-based CCNA. The automated CCNA demonstrated 96% sensitivity and 100% specificity compared with the predicate CCNA. CONCLUSIONS: Overall, the automated CCNA provides a specific, sensitive, and reproducible tool to support determination of CDI epidemiology or the efficacy of interventions such as vaccines.


Subject(s)
Automation/methods , Clostridioides difficile/isolation & purification , Diarrhea/diagnosis , Diarrhea/microbiology , Feces/microbiology , Neutralization Tests/methods , Antitoxins/analysis , Antitoxins/immunology , Automation/instrumentation , Bacterial Toxins/analysis , Bacterial Toxins/immunology , Bacterial Toxins/toxicity , Cell Culture Techniques , Clostridioides difficile/classification , Clostridioides difficile/genetics , Clostridium Infections/diagnosis , Clostridium Infections/microbiology , Feces/chemistry , Humans , Sensitivity and Specificity
5.
Eur J Clin Microbiol Infect Dis ; 40(12): 2639-2643, 2021 Dec.
Article in English | MEDLINE | ID: mdl-34059934

ABSTRACT

Blood culturing (BC) remains the gold standard for bloodstream diagnosis but its workflow is slow. We aimed reducing this time by implementing a new automated incubator with a 24/7 BC workflow. With this new strategy, time to incubation was shorter (1.52 h vs 6.82 h), positivity rates were higher (10.6% vs 8.9%, p<0.05), and the number of BSI diagnostics increased (16.1% vs 13.8% patients and 2.3 vs 1.9 density episode per 1000 hospital days). Our results show that implementing automatic loading of BC bottles with a 24/7 strategy not only shortened time to diagnosis but significantly increased the BSI diagnosis rate.


Subject(s)
Automation/methods , Bacteremia/diagnosis , Bacteremia/microbiology , Bacteria/growth & development , Blood Culture/methods , Automation/instrumentation , Bacteria/isolation & purification , Blood Culture/instrumentation , Humans , Incubators , Time Factors
6.
J Microbiol Methods ; 186: 106252, 2021 07.
Article in English | MEDLINE | ID: mdl-34051278

ABSTRACT

Slow growing, mucoid isolates of Pseudomonas aeruginosa require adaptation of the protocol used for automated antimicrobial susceptibility testing (AST). In the present study we used a water soluble tetrazolium salt WST-1 (4-[3-(4-iodophenyl)-2-(4-nitrophenyl)-2H-5-tetrazolio]-1,3-benzene disulfonate) in combination with menadione for possibly improving AST of slow growing and biofilm-forming P. aeruginosa isolates from cystic fibrosis (CF) patients. WST-1 and menadione addition ensures sensitive detection of microbial growth increase in the presence of antibiotics that may remain undetected with the automated VITEK® 2 method. We observed that 32.8% of P. aeruginosa isolates from CF and bronchiectasis patients produced an elevated absorbance signal intensity thereby increasing the sensitivity while maintaining the accuracy of VITEK 2. Our study merits future investigation with other slow growing pathogenic bacterial species.


Subject(s)
Anti-Bacterial Agents/pharmacology , Automation/methods , Microbial Sensitivity Tests/methods , Pseudomonas aeruginosa/drug effects , Automation/instrumentation , Biofilms/drug effects , Cystic Fibrosis/microbiology , Humans , Microbial Sensitivity Tests/instrumentation , Pseudomonas Infections/microbiology , Pseudomonas aeruginosa/chemistry , Pseudomonas aeruginosa/growth & development , Tetrazolium Salts/chemistry
7.
Eur J Clin Microbiol Infect Dis ; 40(10): 2171-2176, 2021 Oct.
Article in English | MEDLINE | ID: mdl-33963927

ABSTRACT

The objective of this study was to evaluate the performances of the automated digital imaging of Gram-stained slides against manual microscopy. Four hundred forty-three identified Gram-stained slides were included in this study. When both methods agreed, we considered the results as correct, and no further examination was carried out. Whenever the methods gave discrepant results, we reviewed the digital images and the glass slides by manual microscopy to avoid incorrectly read smears. The final result was a consensus of multiple independent reader interpretations. Among the 443 slides analyzed in this study, 101 (22.8%) showed discrepant results between the compared methods. The rates of discrepant results according to the specimen types were 5.7% (9/157) for positive blood cultures, 42% (60/142) for respiratory tract specimens, and 22% (32/144) for sterile site specimens. After a subsequent review of the discrepant slides, the final rate of discrepancies dropped to 7.0% (31/443). The overall agreement between the compared methods and the culture results reached 78% (345/443) and 79% (349/443) for manual microscopy and automated digital imaging, respectively. According to culture results, the specificity for automated digital imaging and manual microscopy were 90.8% and 87.7% respectively. In contrast, sensitivity was 84.1% for the two compared methods. The discrepant results were mostly encountered with microorganism morphologies of rare occurrence. The results reported in this study emphasize that on-screen reading is challenging, since the recognition of morphologies on-screen can appear different as compared to routine manual microscopy. Monitoring of Gram stain errors, which is facilitated by automated digital imaging, remains crucial for the quality control of reported Gram stain results.


Subject(s)
Automation/methods , Bacteria/chemistry , Bacterial Infections/microbiology , Gentian Violet/chemistry , Microscopy/methods , Phenazines/chemistry , Automation/instrumentation , Bacteria/isolation & purification , Humans , Microscopy/instrumentation , Staining and Labeling/methods
8.
J Hosp Infect ; 112: 108-113, 2021 Jun.
Article in English | MEDLINE | ID: mdl-33864891

ABSTRACT

BACKGROUND: The presence of coronaviruses on surfaces in the patient environment is a potential source of indirect transmission. Manual cleaning and disinfection measures do not always achieve sufficient removal of surface contamination. This increases the importance of automated solutions in the context of final disinfection of rooms in the hospital setting. Ozone is a highly effective disinfectant which, combined with high humidity, is an effective agent against respiratory viruses. Current devices allow continuous nebulization for high room humidity as well as ozone production without any consumables. AIM: In the following study, the effectiveness of a fully automatic room decontamination system based on ozone was tested against bacteriophage Φ6 (phi 6) and bovine coronavirus L9, as surrogate viruses for the pandemic coronavirus SARS-CoV-2. METHODS: For this purpose, various surfaces (ceramic tile, stainless steel surface and furniture board) were soiled with the surrogate viruses and placed at two different levels in a gas-tight test room. After using the automatic decontamination device according to the manufacturer's instructions, the surrogate viruses were recovered from the surfaces and examined by quantitative cultures. Then, reduction factors were calculated. FINDINGS: The ozone-based room decontamination device achieved virucidal efficacy (reduction factor >4 log10) against both surrogate organisms regardless of the different surfaces and positions confirming a high activity under the used conditions. CONCLUSION: Ozone is highly active against SARS-CoV-2 surrogate organisms. Further investigations are necessary for a safe application and efficacy in practice as well as integration into routine processes.


Subject(s)
Automation/instrumentation , COVID-19/prevention & control , Disinfectants/pharmacology , Disinfection/instrumentation , Disinfection/methods , Ozone/pharmacology , Animals , Bacteriophages/drug effects , COVID-19/transmission , Cattle , Coronavirus, Bovine/drug effects , Cross Infection/prevention & control , Cross Infection/virology , Decontamination/instrumentation , Decontamination/methods , Equipment and Supplies, Hospital/virology , Hospitals , Humans , SARS-CoV-2/drug effects
9.
Eur J Clin Microbiol Infect Dis ; 40(10): 2217-2220, 2021 Oct.
Article in English | MEDLINE | ID: mdl-33723736

ABSTRACT

The new Abbott Alinity m STI Assay was compared with Abbott m2000 RealTime PCR. For Chlamydia trachomatis, 26 (7.5%) of 347 samples were positive in the Alinity assay and 24 (6.9%) in the m2000 assay. Corresponding figures for Neisseria gonorrhoeae were 23 (6.6%) and 17 (4.9%). For Mycoplasma genitalium, 22 (7.9%) of 279 samples were positive in the Alinity assay and 18 (6.5%) in the m2000 assay, for which DNA extraction was performed on an m2000sp instrument combined with in-house real-time PCR. The Alinity assay has at least the same sensitivity as the m2000 assay. The specificity was evaluated by discrepancy analysis.


Subject(s)
Chlamydia Infections/microbiology , Chlamydia trachomatis/isolation & purification , Gonorrhea/microbiology , Mycoplasma Infections/microbiology , Mycoplasma genitalium/isolation & purification , Neisseria gonorrhoeae/isolation & purification , Real-Time Polymerase Chain Reaction/methods , Automation/instrumentation , Automation/methods , Chlamydia Infections/diagnosis , Chlamydia trachomatis/genetics , DNA, Bacterial/genetics , DNA, Bacterial/isolation & purification , Gonorrhea/diagnosis , Humans , Mycoplasma Infections/diagnosis , Mycoplasma genitalium/genetics , Neisseria gonorrhoeae/genetics , Real-Time Polymerase Chain Reaction/instrumentation
10.
Eur J Clin Microbiol Infect Dis ; 40(6): 1217-1225, 2021 Jun.
Article in English | MEDLINE | ID: mdl-33438162

ABSTRACT

Optimisation of microbiological diagnostics in primarily sterile body fluids is required. Our objective was to apply EUCAST's RAST on primarily sterile body fluids in blood culture bottles with total lab automation (TLA) and to compare results to our reference method Vitek2 in order to report susceptibility results earlier. Positive blood culture bottles (BACTEC™ Aerobic/Anaerobic/PEDS) inoculated with primarily sterile body fluids were semi-automatically subcultured onto Columbia 5% SB agar, chocolate agar, MacConkey agar, Schaedler/KV agar and Mueller-Hinton agar. On latter, cefoxitin, ampicillin, vancomycin, piperacillin/tazobactam, meropenem and ciprofloxacin were added. After 6 h, subcultures and RAST were imaged and MALDI-TOF MS was performed. Zone sizes were digitally measured and interpreted following RAST breakpoints for blood cultures. MIC values were determined using Vitek2 panels. During a 1-year period, 197 Staphylococcus aureus, 91 Enterococcus spp., 38 Escherichia coli, 11 Klebsiella pneumoniae and 8 Pseudomonas aeruginosa were found. Categorical agreement between RAST and MIC was 96.5%. Comparison showed no very major errors, 2/7 (28.6%) and 1/7 (14.3%) of major errors for P. aeruginosa and meropenem and ciprofloxacin, 1/9 (11.1%) for K. pneumoniae and ciprofloxacin, 4/69 (7.0%) and 3/43 (5.8%) for Enterococcus spp. and vancomycin and ampicillin, respectively. Minor errors for P. aeruginosa and meropenem (1/8; 12.8%) and for E. coli and ciprofloxacin (2/29; 6.5%) were found. 30/550 RAST measurements were within area of technical uncertainty. RAST is applicable and performs well for primarily sterile body fluids in blood culture bottles, partially better than blood-based RAST. Official EUCAST evaluation is needed.


Subject(s)
Automation/methods , Bacteria/drug effects , Body Fluids/microbiology , Diagnostic Tests, Routine/methods , Microbial Sensitivity Tests/methods , Anti-Bacterial Agents/pharmacology , Automation/instrumentation , Bacteria/growth & development , Bacterial Infections/diagnosis , Bacterial Infections/microbiology , Blood Culture , Diagnostic Tests, Routine/instrumentation , Humans , Laboratories , Microbial Sensitivity Tests/instrumentation
12.
Rapid Commun Mass Spectrom ; 35(2): e8873, 2021 Jan 30.
Article in English | MEDLINE | ID: mdl-32583429

ABSTRACT

RATIONALE: High-throughput reliable data generation has become a substantial requirement in many "omics" investigations. In proteomics the sample preparation workflow consists of multiple steps adding more bias to the sample with each additional manual step. Especially for label-free quantification experiments, this drastically impedes reproducible quantification of proteins in replicates. Here, a positive pressure workstation was evaluated to increase automation of sample preparation and reduce workload as well as consumables. METHODS: Digested peptide samples were purified utilizing a new semi-automated sample preparation device, the Resolvex A200, followed by nanospray liquid chromatography/electrospray ionization (nLC/ESI) Orbitrap tandem mass spectrometry (MS/MS) measurements. In addition, the sorbents Maestro and WWP2 (available in conventional cartridge and dual-chamber narrow-bore extraction columns) were compared with Sep-Pak C18 cartridges. Raw data was analyzed by MaxQuant and Perseus software. RESULTS: The semi-automated workflow with the Resolvex A200 workstation and both new sorbents produced highly reproducible results within 10-300 µg of peptide starting material. The new workflow performed equally as well as the routinely conducted manual workflow with similar technical variability in MS/MS-based identifications of peptides and proteins. A first application of the system to a biological question contributed to highly reliable results, where time-resolved proteomic data was separated by principal component analysis (PCA) and hierarchical clustering. CONCLUSIONS: The new workstation was successfully established for proteolytic peptide purification in our proteomic workflow without any drawbacks. Highly reproducible results were obtained in decreased time per sample, which will facilitate further large-scale proteomic investigations.


Subject(s)
Peptide Fragments , Proteome , Proteomics/methods , Automation/instrumentation , Equipment Design , Peptide Fragments/analysis , Peptide Fragments/chemistry , Peptide Fragments/isolation & purification , Proteome/analysis , Proteome/chemistry , Tandem Mass Spectrometry
13.
Surgery ; 169(4): 755-758, 2021 04.
Article in English | MEDLINE | ID: mdl-33309617

ABSTRACT

In light of recent developments within both health care and robotics, the use of robots within the human body has become attainable. Here we discuss the milestones for the realization of autonomous microrobots in medical applications. The desired tasks were classified by identifying the difficulties and requirements faced by the robot. In addition, we classified the levels of autonomy seen in microrobots for these uses. The aim of this article is to provide readers with a good understanding of the current state and future possibilities in this field.


Subject(s)
Automation , Robotics , Automation/instrumentation , Automation/methods , Clinical Decision-Making , Disease Management , General Surgery/standards , Humans , Robotic Surgical Procedures/instrumentation , Robotic Surgical Procedures/methods , Robotics/instrumentation , Robotics/methods
14.
Future Microbiol ; 15: 1595-1605, 2020 10.
Article in English | MEDLINE | ID: mdl-33215528

ABSTRACT

Accelerate Pheno™ (ACC) is a fully automated system providing rapid identification of a panel of bacteria and yeasts, and antimicrobial susceptibility testing of common bacterial pathogens responsible for bloodstream infections and sepsis. Diagnostic accuracy for identification ranges from 87.9 to 100%, and antimicrobial susceptibility testing categorical agreement is higher than 91%. The present review includes peer-reviewed studies on ACC published to date. Both interventional and hypothetical studies evidenced the potential positive clinical role of ACC in the management and therapy of patients with bloodstream infections and sepsis, due to the important reduction in time to report, suggesting a crucial impact on the therapeutic management of these patients, provided the presence of a hospital antimicrobial stewardship program, a 24/7 laboratory operating time and a strict collaboration between clinical microbiologist and clinician. Further prospective multicenter studies are necessary to explore the impact of this system on mortality, length of stay and spread of multidrug-resistant organisms.


Subject(s)
Automation/methods , Bacteria/isolation & purification , Blood Culture/methods , Sepsis/blood , Sepsis/drug therapy , Anti-Bacterial Agents/pharmacology , Antimicrobial Stewardship , Automation/instrumentation , Bacteria/classification , Bacteria/drug effects , Bacteria/growth & development , Blood Culture/instrumentation , Humans , Microbial Sensitivity Tests , Sepsis/diagnosis
15.
Sci Robot ; 5(39)2020 02 26.
Article in English | MEDLINE | ID: mdl-33022601

ABSTRACT

Automated technologies that can perform massively parallelized and sequential fluidic operations at small length scales can resolve major bottlenecks encountered in various fields, including medical diagnostics, -omics, drug development, and chemical/material synthesis. Inspired by the transformational impact of automated guided vehicle systems on manufacturing, warehousing, and distribution industries, we devised a ferrobotic system that uses a network of individually addressable robots, each performing designated micro-/nanofluid manipulation-based tasks in cooperation with other robots toward a shared objective. The underlying robotic mechanism facilitating fluidic operations was realized by addressable electromagnetic actuation of miniature mobile magnets that exert localized magnetic body forces on aqueous droplets filled with biocompatible magnetic nanoparticles. The contactless and high-strength nature of the actuation mechanism inherently renders it rapid (~10 centimeters/second), repeatable (>10,000 cycles), and robust (>24 hours). The robustness and individual addressability of ferrobots provide a foundation for the deployment of a network of ferrobots to carry out cross-collaborative logistics efficiently. These traits, together with the reconfigurability of the system, were exploited to devise and integrate passive/active advanced functional components (e.g., droplet dispensing, generation, filtering, and merging), enabling versatile system-level functionalities. By applying this ferrobotic system within the framework of a microfluidic architecture, the ferrobots were tasked to work cross-collaboratively toward the quantification of active matrix metallopeptidases (a biomarker for cancer malignancy and inflammation) in human plasma, where various functionalities converged to achieve a fully automated assay.


Subject(s)
Lab-On-A-Chip Devices , Robotics/instrumentation , Automation/instrumentation , Biological Assay/instrumentation , Biomarkers, Tumor/blood , Computer Simulation , Electromagnetic Phenomena , Equipment Design , Humans , Magnets , Matrix Metalloproteinases/blood , Microfluidics
16.
PLoS One ; 15(9): e0238480, 2020.
Article in English | MEDLINE | ID: mdl-32960888

ABSTRACT

This study presents the design and implementation of a home automation system that focuses on the use of ordinary electrical appliances for remote control using Raspberry Pi and relay circuits and does not use expensive IP-based devices. Common Lights, Heating, Ventilation, and Air Conditioning (HVAC), fans, and other electronic devices are among the appliances that can be used in this system. A smartphone app is designed that helps the user to design the smart home to his actual home via easy and interactive drag & drop option. The system provides control over the appliances via both the local network and remote access. Data logging over the Microsoft Azure cloud database ensures system recovery in case of gateway failure and data record for lateral use. Periodical notifications also help the user to optimize the usage of home appliances. Moreover, the user can set his preferences and the appliances are auto turned off and on to meet user-specific requirements. Raspberry Pi acting as the server maintains the database of each appliance. HTTP web interface and apache server are used for communication between the android app and raspberry pi. With a 5v relay circuit and micro-processor Raspberry Pi, the proposed system is low-cost, energy-efficient, easy to operate, and affordable for low-income houses.


Subject(s)
Automation/instrumentation , Automation/methods , Air Conditioning , Computers , Electrical Equipment and Supplies , Electricity , Humans , Smartphone , Software
17.
Accid Anal Prev ; 146: 105717, 2020 Oct.
Article in English | MEDLINE | ID: mdl-32798781

ABSTRACT

Current automated driving technology cannot cope in numerous conditions that are basic daily driving situations for human drivers. Previous studies show that profound understanding of human drivers' capability to interpret and anticipate traffic situations is required in order to provide similar capacities for automated driving technologies. There is currently not enough a priori understanding of these anticipatory capacities for safe driving applicable to any given driving situation. To enable the development of safer, more economical, and more comfortable automated driving experience, expert drivers' anticipations and related uncertainties were studied on public roads. First, driving instructors' expertise in anticipating traffic situations was validated with a hazard prediction test. Then, selected driving instructors drove in real traffic while thinking aloud anticipations of unfolding events. The results indicate sources of uncertainty and related adaptive and social behaviors in specific traffic situations and environments. In addition, the applicability of these anticipatory capabilities to current automated driving technology is discussed. The presented method and results can be utilized to enhance automated driving technologies by indicating their potential limitations and may enable improved situation awareness for automated vehicles. Furthermore, the produced data can be utilized for recognizing such upcoming situations, in which the human should take over the vehicle, to enable timely take-over requests.


Subject(s)
Accidents, Traffic/prevention & control , Automobile Driving/psychology , Awareness , Uncertainty , Adult , Automation/instrumentation , Female , Humans , Male , Technology/instrumentation
18.
BMC Plant Biol ; 20(1): 397, 2020 Aug 27.
Article in English | MEDLINE | ID: mdl-32854637

ABSTRACT

BACKGROUND: The model species Tetranychus urticae produces important plant injury and economic losses in the field. The current accepted method for the quantification of the spider mite damage in Arabidopsis whole rosettes is time consuming and entails a bottleneck for large-scale studies such as mutant screening or quantitative genetic analyses. Here, we describe an improved version of the existing method by designing an automatic protocol. The accuracy, precision, reproducibility and concordance of the new enhanced approach are validated in two Arabidopsis accessions with opposite damage phenotypes. Results are compared to the currently available manual method. RESULTS: Image acquisition experiments revealed that the automatic settings plus 10 values of brightness and the black background are the optimal conditions for a specific recognition of spider mite damage by software programs. Among the different tested methods, the Ilastik-Fiji tandem based on machine learning was the best procedure able to quantify the damage maintaining the differential range of damage between accessions. In addition, the Ilastik-Fiji tandem method showed the lowest variability within a set of conditions and the highest stability under different lighting or background surroundings. Bland-Altman concordance results pointed out a negative value for Ilastik-Fiji, which implies a minor estimation of the damage when compared to the manual standard method. CONCLUSIONS: The novel approach using Ilastik and Fiji programs entails a great improvement for the quantification of the specific spider mite damage in Arabidopsis whole rosettes. The automation of the proposed method based on interactive machine learning eliminates the subjectivity and inter-rater-variability of the previous manual protocol. Besides, this method offers a robust tool for time saving and to avoid the damage overestimation observed with other methods.


Subject(s)
Agriculture/methods , Automation/instrumentation , Herbivory , Tetranychidae/physiology , Agriculture/instrumentation , Animals , Arabidopsis/physiology , Botany/instrumentation , Botany/methods , Entomology/instrumentation , Entomology/methods
19.
PLoS One ; 15(5): e0232405, 2020.
Article in English | MEDLINE | ID: mdl-32357170

ABSTRACT

Industrial networks are currently the only communication means designed for real-time systems used in industry. Networked control systems (NCS) are still important and commonly used type of such systems operating on shop floor. As a computerized node of NCS, a programmable logic controller (PLC) is usually used. In most cases, contemporary devices of such kind are equipped with more than one network interface of various types. Typically, only one interface is activated in NCS. Sometimes, the other is used for communication between NCS and supervisory systems. Occasionally, it is additionally involved in the data transmission in the factory IT systems. In general, however, using a single network interface is a more common solution. In this paper, the mutual utilization of more than one interface is discussed in order to back up the NCS network and to manage the node-related traffic within the scope of higher level services. The question of dependability of such a system from the electromagnetic compatibility point of view is discussed. The example is provided based on Profinet via wired and wireless connection.


Subject(s)
Computer Communication Networks , Wireless Technology , Automation/instrumentation , Computer Communication Networks/instrumentation , Computer Systems , Electric Wiring , Electromagnetic Phenomena , Industry/instrumentation , Wireless Technology/instrumentation
20.
Proc Natl Acad Sci U S A ; 117(24): 13828-13838, 2020 06 16.
Article in English | MEDLINE | ID: mdl-32461370

ABSTRACT

Despite its popularity, chromatin immunoprecipitation followed by sequencing (ChIP-seq) remains a tedious (>2 d), manually intensive, low-sensitivity and low-throughput approach. Here, we combine principles of microengineering, surface chemistry, and molecular biology to address the major limitations of standard ChIP-seq. The resulting technology, FloChIP, automates and miniaturizes ChIP in a beadless fashion while facilitating the downstream library preparation process through on-chip chromatin tagmentation. FloChIP is fast (<2 h), has a wide dynamic range (from 106 to 500 cells), is scalable and parallelized, and supports antibody- or sample-multiplexed ChIP on both histone marks and transcription factors. In addition, FloChIP's interconnected design allows for straightforward chromatin reimmunoprecipitation, which allows this technology to also act as a microfluidic sequential ChIP-seq system. Finally, we ran FloChIP for the transcription factor MEF2A in 32 distinct human lymphoblastoid cell lines, providing insights into the main factors driving collaborative DNA binding of MEF2A and into its role in B cell-specific gene regulation. Together, our results validate FloChIP as a flexible and reproducible automated solution for individual or sequential ChIP-seq.


Subject(s)
Automation/methods , Chromatin Immunoprecipitation Sequencing/methods , Histones/metabolism , MEF2 Transcription Factors/metabolism , Automation/instrumentation , B-Lymphocytes/chemistry , B-Lymphocytes/metabolism , Cell Line, Tumor , Chromatin Immunoprecipitation Sequencing/instrumentation , Histones/chemistry , Histones/genetics , Humans , MEF2 Transcription Factors/chemistry , MEF2 Transcription Factors/genetics , Protein Binding
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