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2.
Mol Cell ; 82(2): 241-247, 2022 01 20.
Article in English | MEDLINE | ID: mdl-35063094

ABSTRACT

Quantitative optical microscopy-an emerging, transformative approach to single-cell biology-has seen dramatic methodological advancements over the past few years. However, its impact has been hampered by challenges in the areas of data generation, management, and analysis. Here we outline these technical and cultural challenges and provide our perspective on the trajectory of this field, ushering in a new era of quantitative, data-driven microscopy. We also contrast it to the three decades of enormous advances in the field of genomics that have significantly enhanced the reproducibility and wider adoption of a plethora of genomic approaches.


Subject(s)
Genomics/trends , Microscopy/trends , Optical Imaging/trends , Single-Cell Analysis/trends , Animals , Diffusion of Innovation , Genomics/history , High-Throughput Screening Assays/trends , History, 20th Century , History, 21st Century , Humans , Microscopy/history , Optical Imaging/history , Reproducibility of Results , Research Design/trends , Single-Cell Analysis/history
3.
Mol Cell ; 82(2): 304-314, 2022 01 20.
Article in English | MEDLINE | ID: mdl-35063098

ABSTRACT

Owing to their unique abilities to manipulate, label, and image individual molecules in vitro and in cellulo, single-molecule techniques provide previously unattainable access to elementary biological processes. In imaging, single-molecule fluorescence resonance energy transfer (smFRET) and protein-induced fluorescence enhancement in vitro can report on conformational changes and molecular interactions, single-molecule pull-down (SiMPull) can capture and analyze the composition and function of native protein complexes, and single-molecule tracking (SMT) in live cells reveals cellular structures and dynamics. In labeling, the abilities to specifically label genomic loci, mRNA, and nascent polypeptides in cells have uncovered chromosome organization and dynamics, transcription and translation dynamics, and gene expression regulation. In manipulation, optical tweezers, integration of single-molecule fluorescence with force measurements, and single-molecule force probes in live cells have transformed our mechanistic understanding of diverse biological processes, ranging from protein folding, nucleic acids-protein interactions to cell surface receptor function.


Subject(s)
Genomics/trends , Molecular Imaging/trends , Optical Imaging/trends , Single Molecule Imaging/trends , Animals , Diffusion of Innovation , Fluorescence Resonance Energy Transfer/trends , Humans , Microscopy, Fluorescence/trends , Proteomics/trends
4.
Mol Cell ; 82(2): 315-332, 2022 01 20.
Article in English | MEDLINE | ID: mdl-35063099

ABSTRACT

Since its initial demonstration in 2000, far-field super-resolution light microscopy has undergone tremendous technological developments. In parallel, these developments have opened a new window into visualizing the inner life of cells at unprecedented levels of detail. Here, we review the technical details behind the most common implementations of super-resolution microscopy and highlight some of the recent, promising advances in this field.


Subject(s)
Cell Biology/trends , Cell Physiological Phenomena , Microscopy/trends , Molecular Imaging/trends , Optical Imaging/trends , Single Molecule Imaging/trends , Animals , Diffusion of Innovation , Humans , Image Processing, Computer-Assisted/trends
5.
J Neuroinflammation ; 18(1): 248, 2021 Oct 28.
Article in English | MEDLINE | ID: mdl-34711251

ABSTRACT

Neurodegenerative diseases (NDs), such as Alzheimer's disease (AD), Parkinson's disease (PD) and multiple sclerosis (MS), are relatively common and devastating neurological disorders. For example, there are 6 million individuals living with AD in the United States, a number that is projected to grow to 14 million by the year 2030. Importantly, AD, PD and MS are all characterized by the lack of a true disease-modifying therapy that is able to reverse or halt disease progression. In addition, the existing standard of care for most NDs only addresses the symptoms of the disease. Therefore, alternative strategies that target mechanisms underlying the neuropathogenesis of disease are much needed. Recent studies have indicated that metabolic alterations in neurons and glia are commonly observed in AD, PD and MS and lead to changes in cell function that can either precede or protect against disease onset and progression. Specifically, single-cell RNAseq studies have shown that AD progression is tightly linked to the metabolic phenotype of microglia, the key immune effector cells of the brain. However, these analyses involve removing cells from their native environment and performing measurements in vitro, influencing metabolic status. Therefore, technical approaches that can accurately assess cell-specific metabolism in situ have the potential to be transformative to our understanding of the mechanisms driving AD. Here, we review our current understanding of metabolism in both neurons and glia during homeostasis and disease. We also evaluate recent advances in metabolic imaging, and discuss how emerging modalities, such as fluorescence lifetime imaging microscopy (FLIM) have the potential to determine how metabolic perturbations may drive the progression of NDs. Finally, we propose that the temporal, regional, and cell-specific characterization of brain metabolism afforded by FLIM will be a critical first step in the rational design of metabolism-focused interventions that delay or even prevent NDs.


Subject(s)
Brain/diagnostic imaging , Brain/metabolism , Neurodegenerative Diseases/diagnostic imaging , Neurodegenerative Diseases/metabolism , Optical Imaging/methods , Animals , Humans , Magnetic Resonance Imaging/methods , Magnetic Resonance Imaging/trends , Magnetic Resonance Spectroscopy/methods , Microglia/metabolism , Microglia/pathology , Neurons/metabolism , Neurons/pathology , Optical Imaging/trends , Positron-Emission Tomography/methods , Positron-Emission Tomography/trends , Substrate Specificity/physiology
7.
Mol Biol Cell ; 32(9): 842-854, 2021 04 19.
Article in English | MEDLINE | ID: mdl-33788578

ABSTRACT

Over the past three decades, as mechanobiology has become a distinct area of study, researchers have developed novel imaging tools to discover the pathways of biomechanical signaling. Early work with substrate engineering and particle tracking demonstrated the importance of cell-extracellular matrix interactions on the cell cycle as well as the mechanical flux of the intracellular environment. Most recently, tension sensor approaches allowed directly measuring tension in cell-cell and cell-substrate interactions. We retrospectively analyze how these various optical techniques progressed the field and suggest our vision forward for a unified theory of cell mechanics, mapping cellular mechanosensing, and novel biomedical applications for mechanobiology.


Subject(s)
Biophysics/methods , Mechanotransduction, Cellular/physiology , Optical Imaging/methods , Animals , Biomechanical Phenomena/physiology , Biophysics/trends , Cell Differentiation , Extracellular Matrix/metabolism , Humans , Optical Imaging/trends , Signal Transduction
8.
Arch Pharm Res ; 44(2): 165-181, 2021 Feb.
Article in English | MEDLINE | ID: mdl-33538959

ABSTRACT

Optical probes for near-infrared (NIR) light have clear advantages over UV/VIS-based optical probes, such as their low levels of interfering auto-fluorescence and high tissue penetration. The second NIR (NIR-II) window (1000-1350 nm) offers better light penetration, lower background signal, higher safety limit, and higher maximum permitted exposure than the first NIR (NIR-I) window (650-950 nm). Therefore, NIR-II laser-based photoacoustic (PA) and fluorescence (FL) imaging can offer higher sensitivity and penetration depth than was previously available, and deeper lesions can be treated in vivo by photothermal therapy (PTT) and photodynamic therapy (PDT) with an NIR-II laser than with an NIR-I laser. Advances in creation of novel nanomaterials have increased options for improving light-induced bioimaging and treatment. Nanotechnology can provide advantages such as good disease targeting ability and relatively long circulation times to supplement the advantages of optical technologies. In this review, we present recent progress in development and applications of NIR-II light-based nanoplatforms for FL, PA, image-guided surgery, PDT, and PTT. We also discuss recent advances in smart NIR-II nanoprobes that can respond to stimuli in the tumor microenvironment and inflamed sites. Finally, we consider the challenges involved in using NIR-II nanomedicine for effective diagnosis and treatment.


Subject(s)
Drug Development/methods , Fluorescent Dyes/administration & dosage , Nanomedicine/methods , Nanostructures/administration & dosage , Tumor Microenvironment/drug effects , Animals , Drug Development/trends , Fluorescent Dyes/chemical synthesis , Humans , Nanomedicine/trends , Nanostructures/chemistry , Neoplasms/diagnostic imaging , Neoplasms/therapy , Optical Imaging/methods , Optical Imaging/trends , Photochemotherapy/methods , Photochemotherapy/trends , Spectroscopy, Near-Infrared/methods , Spectroscopy, Near-Infrared/trends , Theranostic Nanomedicine/methods , Theranostic Nanomedicine/trends , Tumor Microenvironment/physiology
9.
Nat Rev Cardiol ; 18(5): 349-367, 2021 05.
Article in English | MEDLINE | ID: mdl-33340010

ABSTRACT

The electromechanical function of the heart involves complex, coordinated activity over time and space. Life-threatening cardiac arrhythmias arise from asynchrony in these space-time events; therefore, therapies for prevention and treatment require fundamental understanding and the ability to visualize, perturb and control cardiac activity. Optogenetics combines optical and molecular biology (genetic) approaches for light-enabled sensing and actuation of electrical activity with unprecedented spatiotemporal resolution and parallelism. The year 2020 marks a decade of developments in cardiac optogenetics since this technology was adopted from neuroscience and applied to the heart. In this Review, we appraise a decade of advances that define near-term (immediate) translation based on all-optical electrophysiology, including high-throughput screening, cardiotoxicity testing and personalized medicine assays, and long-term (aspirational) prospects for clinical translation of cardiac optogenetics, including new optical therapies for rhythm control. The main translational opportunities and challenges for optogenetics to be fully embraced in cardiology are also discussed.


Subject(s)
Arrhythmias, Cardiac , Cardiac Electrophysiology , Optogenetics , Voltage-Sensitive Dye Imaging , Animals , Arrhythmias, Cardiac/diagnostic imaging , Arrhythmias, Cardiac/genetics , Arrhythmias, Cardiac/therapy , Cardiac Electrophysiology/methods , Cardiac Electrophysiology/trends , Cardiac Imaging Techniques/instrumentation , Cardiac Imaging Techniques/methods , Cardiac Imaging Techniques/trends , Disease Models, Animal , Heart Diseases/diagnostic imaging , Heart Diseases/physiopathology , Heart Diseases/therapy , Humans , Opsins/pharmacology , Opsins/physiology , Optical Imaging/instrumentation , Optical Imaging/trends , Optogenetics/instrumentation , Optogenetics/methods , Optogenetics/trends , Precision Medicine , Translational Research, Biomedical , Voltage-Sensitive Dye Imaging/instrumentation , Voltage-Sensitive Dye Imaging/methods , Voltage-Sensitive Dye Imaging/trends
10.
Eur J Pharm Biopharm ; 154: 297-308, 2020 Sep.
Article in English | MEDLINE | ID: mdl-32707286

ABSTRACT

Conjugated polymer nanoparticles (CPNs) have emerged as highly photostable probes for optical and photoacoustic imaging. However, the aggregation of conjugated polymer (CP) molecules upon nanoparticle formation is associated with fluorescence quenching, poor yields and mutable particle sizes. This study investigated whether the CP encapsulation within the liquid midchain triglyceride (MCT) core of lipid nanocapsules (LNCs) may achieve reduced packing of CP chains leading to a stable system with enhanced optical features. The red- and near infrared-emitting CPs, CN-PPV and PCPDTBT, showed precipitation and aggregation-induced quenching with concentrations >~25 µg/mL in MCT alone. Despite this, CP encapsulation within LNCs abolished quenching at concentrations up to 1500 µg/mL. PCPDTBT-LNCs exhibited a quantum yield of 2.8% and a higher signal:background ratio in an optical imaging phantom compared to literature reports of PCPDTBT encapsulated in PEG-PLGA nanoparticles. In contrast, PCPDTBT-LNCs had slightly lower photoacoustic amplitudes than reported PEG-PLGA systems. CP-LNCs were also stable in size (32 ± 0.7 nm) and photoluminescence over 21 days at 4 °C, 25 °C and 37 °C. In summary, encapsulation of CP within the liquid core of lipid nanocapsules enhances the optical properties of fluorescent CP.


Subject(s)
Fluorescent Dyes/chemistry , Nanocapsules/chemistry , Optical Imaging/methods , Polyethylene Glycols/chemistry , Polymers/chemistry , Stearates/chemistry , Triglycerides/chemistry , Animals , Fluorescent Dyes/administration & dosage , Fluorescent Dyes/metabolism , Humans , Lipids , Mice , Nanocapsules/administration & dosage , Optical Imaging/trends , Polyethylene Glycols/administration & dosage , Polyethylene Glycols/metabolism , Polymers/administration & dosage , Polymers/metabolism , Stearates/administration & dosage , Stearates/metabolism , Triglycerides/administration & dosage , Triglycerides/metabolism
11.
Molecules ; 25(9)2020 Apr 30.
Article in English | MEDLINE | ID: mdl-32365790

ABSTRACT

The autofluorescence (AF) characteristics of endogenous fluorophores allow the label-free assessment and visualization of cells and tissues of the human body. While AF imaging (AFI) is well-established in ophthalmology, its clinical applications are steadily expanding to other disciplines. This review summarizes clinical advances of AF techniques published during the past decade. A systematic search of the MEDLINE database and Cochrane Library databases was performed to identify clinical AF studies in extra-ophthalmic tissues. In total, 1097 articles were identified, of which 113 from internal medicine, surgery, oral medicine, and dermatology were reviewed. While comparable technological standards exist in diabetology and cardiology, in all other disciplines, comparability between studies is limited due to the number of differing AF techniques and non-standardized imaging and data analysis. Clear evidence was found for skin AF as a surrogate for blood glucose homeostasis or cardiovascular risk grading. In thyroid surgery, foremost, less experienced surgeons may benefit from the AF-guided intraoperative separation of parathyroid from thyroid tissue. There is a growing interest in AF techniques in clinical disciplines, and promising advances have been made during the past decade. However, further research and development are mandatory to overcome the existing limitations and to maximize the clinical benefits.


Subject(s)
Diagnostic Techniques and Procedures , Optical Imaging/methods , Clinical Decision-Making , Disease Management , Humans , Optical Imaging/standards , Optical Imaging/trends
12.
Theranostics ; 10(5): 2130-2140, 2020.
Article in English | MEDLINE | ID: mdl-32104501

ABSTRACT

Near-infrared (NIR) fluorescence imaging has been proved as an effective modality in identifying the tumor border and distinguishing the tumor cells from healthy tissue during the oncological surgery. Developing NIR fluorescent probes with high tumor to background (T/B) signal is essential for the complete debulking of the tumor, which will prolong the survival rate of tumor patients. However, the nonspecific binding and "always-on" properties of the conventional fluorescent probes leads to high background signals and poor specificity. Method: To address this problem, glutathione (GSH)-responsive, two disulfide-bonded dicyanine dyes (ss-diCy5 and ss-diNH800CW) were synthesized. As synthesized dyes are quenched under normal physiological conditions, however, once reached to the tumor site, these dyes are capable of emitting strong fluorescence signals primarily because of the cleavage of the disulfide bond in the tumor microenvironment with high GSH concentration. Besides, the GSH-responsive behavior of these dyes was monitored using the UV-vis and fluorescence spectroscopy. The diagnostic accuracy of the aforementioned dyes was also tested both in tumor cells and 4T1-bearing mice. Results: The fluorescence signal intensity of disulfide dicyanine dyes was quenched up to 89% compared to the mono cyanine dyes, thus providing a very low fluorescence background. However, when the disulfide dicyanine dye reaches the tumor site, the dicyanine is cleaved by GSH into two mono-dyes with high fluorescence strength, thus producing strong fluorescent signals upon excitation. The fluorescent signal of the dicyanine was enhanced by up to 27-fold after interacting with the GSH solution. In vivo xenografts tumor studies further revealed that the fluorescence signals of aforementioned dyes can be quickly recovered in the solid tumor. Conclusion: In summary, the disulfide dicyanines dyes can provide a promising platform for specific tumor-activatable fluorescence imaging with improved T/B value.


Subject(s)
Disulfides/chemistry , Glutathione/metabolism , Neoplasms/metabolism , Optical Imaging/methods , Animals , Coloring Agents/chemistry , Coloring Agents/metabolism , Diagnostic Imaging/methods , Female , Fluorescent Dyes/metabolism , Humans , Mice , Mice, Inbred BALB C , Molecular Probe Techniques/instrumentation , Neoplasms/diagnostic imaging , Optical Imaging/trends , Tumor Microenvironment/drug effects
14.
Surg Today ; 50(8): 821-831, 2020 Aug.
Article in English | MEDLINE | ID: mdl-31346808

ABSTRACT

New diagnostic techniques based on photodynamic medicine, such as near-infrared fluorescence using indocyanine green (NIR-ICG) and 5-aminolevulinic acid-mediated photodynamic diagnosis (ALA-PDD), are aiding navigation tasks across various fields of surgery. Specifically, NIR-ICG is being used for the intraoperative identification of sentinel lymph nodes or blood vessels in organ resection and for blood flow evaluation in surgery. These ICG-fluorescent imaging techniques could provide an additional and potentially valuable way to identify vascular and lymphatic structures in surrounding tissue. 5-Aminolevulinic acid is a precursor of a photosensitizing substance with affinity for tumors; thus, diagnostic laparoscopy using ALA-PDD in combination should improve the accuracy of detecting peritoneal dissemination in patients with advanced gastric cancer. The ability to overlay fluorescent imaging with conventional color images in real time using ALA-PDD and NIR with ICG would be of immense benefit to surgeons, providing good visualization and detection of target lesions not seen with the naked eye. A multi-center clinical study examining the safety and efficacy of ALA-PDD during laparoscopic examination for patients with advanced gastric cancer is currently underway in the form of doctor-initiated trials, and further verification studies will be conducted. Such imaging capability could have broad potential across cancer and vascular surgery.


Subject(s)
Fluorescence , Indocyanine Green , Laparoscopy/methods , Levulinic Acids , Optical Imaging/methods , Photosensitizing Agents , Blood Vessels/diagnostic imaging , Humans , Optical Imaging/trends , Sentinel Lymph Node/diagnostic imaging , Stomach Neoplasms/diagnostic imaging , Aminolevulinic Acid
16.
Arch Pathol Lab Med ; 143(9): 1058-1068, 2019 09.
Article in English | MEDLINE | ID: mdl-31295016

ABSTRACT

CONTEXT.­: The rapid evolution of optical imaging modalities in recent years has opened the opportunity for ex vivo tissue imaging, which has significant implications for surgical pathology practice. These modalities have promising potential to be used as next-generation digital microscopy tools for examination of fresh tissue, with or without labeling with contrast agents. OBJECTIVE.­: To review the literature regarding various types of ex vivo optical imaging platforms that can generate digital images for tissue recognition with potential for utilization in anatomic pathology clinical practices. DATA SOURCES.­: Literature relevant to ex vivo tissue imaging obtained from the PubMed database. CONCLUSIONS.­: Ex vivo imaging of tissues can be performed by using various types of optical imaging techniques. These next-generation digital microscopy tools have a promising potential for utilization in surgical pathology practice.


Subject(s)
Microscopy , Optical Imaging , Pathology, Surgical , Humans , Clinical Laboratory Techniques , Microscopy/instrumentation , Microscopy/methods , Microscopy/trends , Microscopy, Confocal , Microscopy, Fluorescence , Microscopy, Ultraviolet , Nonlinear Optical Microscopy , Optical Imaging/instrumentation , Optical Imaging/methods , Optical Imaging/trends , Pathology, Clinical/methods , Pathology, Surgical/instrumentation , Pathology, Surgical/methods , Pathology, Surgical/trends , Tomography, Optical Coherence
17.
Curr Med Chem ; 26(21): 4003-4028, 2019.
Article in English | MEDLINE | ID: mdl-29345575

ABSTRACT

In recent years, aldehyde-appended fluorescence probes have attracted increasing attention. Fluorescent biological imaging includes many modern applications for cell and tissue imaging in biomedical research. Meanwhile, the nucleophilic mechanism is a very simple and convenient procedure for the preparation of aldehyde-sensing probes. This tutorial review focuses on aldehyde-bearing chemosensors based on nucleophilic addition mechanism with biological applications.


Subject(s)
Aldehydes/analysis , Aldehydes/chemistry , Fluorescent Dyes/analysis , Molecular Imaging/trends , Optical Imaging/trends , Biomedical Research , Fluorescent Dyes/chemistry , Humans , Molecular Imaging/methods , Optical Imaging/methods , Spectrometry, Fluorescence
18.
J Neurosci ; 38(44): 9459-9467, 2018 10 31.
Article in English | MEDLINE | ID: mdl-30381437

ABSTRACT

Superresolution microscopy (SM) techniques are among the revolutionary methods for molecular and cellular observations in the 21st century. SM techniques overcome optical limitations, and several new observations using SM lead us to expect these techniques to have a large impact on neuroscience in the near future. Several types of SM have been developed, including structured illumination microscopy (SIM), stimulated emission depletion microscopy (STED), and photoactivated localization microscopy (PALM)/stochastic optical reconstruction microscopy (STORM), each with special features. In this Minisymposium, experts in these different types of SM discuss the new structural and functional information about specific important molecules in neuroscience that has been gained with SM. Using these techniques, we have revealed novel mechanisms of endocytosis in nerve growth, fusion pore dynamics, and described quantitative new properties of excitatory and inhibitory synapses. Additional powerful techniques, including single molecule-guided Bayesian localization SM (SIMBA) and expansion microscopy (ExM), alone or combined with super-resolution observation, are also introduced in this session.


Subject(s)
Brain/cytology , Microscopy, Electron, Transmission/methods , Nerve Net/cytology , Neurosciences/methods , Optical Imaging/methods , Animals , Brain/ultrastructure , Humans , Microscopy, Electron, Transmission/trends , Microscopy, Fluorescence/methods , Microscopy, Fluorescence/trends , Nerve Net/ultrastructure , Neurosciences/trends , Optical Imaging/trends
19.
J Control Release ; 277: 77-88, 2018 05 10.
Article in English | MEDLINE | ID: mdl-29526740

ABSTRACT

Recently, ultrasmall gadolinium oxide (Gd2O3) nanoparticles with high longitudinal relaxation rate have received enormous attention. However, it can't be concentrated in tumor site through intravenous administration due to its ultrasmall size. In this project, we coated ultrasmall Gd2O3 nanoparticles with a near-infrared (NIR) light-absorbing polymer polypyrrole (PPy), modifying with hyaluronic acid (HA) and loaded aluminum phthalocyanine (AlPc), the Gd2O3@PPy/AlPc-HA nanoparticles could be used for fluorescence (FL)/magnetic resonance (MR)/photoacoustic (PA) imaging guided as well as remotely controlled PTT/PDT combined anti-tumor therapy. Polymerized PPy with high photothermal conversion efficiency was introduced to assemble the ultrasmall Gd2O3 nanoparticles which have high longitudinal relaxation rate and signal-to-noise ratio, thus obtaining Gd2O3@PPy nanoparticles which possess a larger particle size and can be more suitable for tumor targeting based on the EPR effect. HA and AlPc were adsorbed on PPy for HA-mediated tumor targeting and photodynamic therapy respectively. The in vivo triple-modal imaging revealed that Gd2O3@PPy/AlPc-HA nanoparticles possess enhanced tumor uptake effect after intravenous injection. More importantly, the nanoparticles exhibited an obvious photothermal effect, which can trigger the release and de-quench of AlPc. The anti-tumor efficiency further corroborated that the combined therapy achieved an excellent tumor inhibition therapeutic effect which was much better than any other mono-therapy. Consequently, our work encouraged further exploration of polymer-based multifunctional theranostic nanoparticles for cancer combination therapy under remote near-infrared (NIR) light controls.


Subject(s)
Antineoplastic Agents/administration & dosage , Gadolinium/administration & dosage , Nanocomposites/administration & dosage , Optical Imaging/methods , Photochemotherapy/methods , Polymers/administration & dosage , Animals , Antineoplastic Agents/metabolism , Cell Line, Tumor , Combined Modality Therapy , Female , Gadolinium/metabolism , Humans , Mice , Mice, Nude , Optical Imaging/trends , Photochemotherapy/trends , Phototherapy/methods , Phototherapy/trends , Polymers/metabolism , Xenograft Model Antitumor Assays/methods
20.
BMC Biol ; 16(1): 8, 2018 01 16.
Article in English | MEDLINE | ID: mdl-29338709

ABSTRACT

BACKGROUND: Caenorhabditis elegans nematodes are powerful model organisms, yet quantification of visible phenotypes is still often labor-intensive, biased, and error-prone. We developed WorMachine, a three-step MATLAB-based image analysis software that allows (1) automated identification of C. elegans worms, (2) extraction of morphological features and quantification of fluorescent signals, and (3) machine learning techniques for high-level analysis. RESULTS: We examined the power of WorMachine using five separate representative assays: supervised classification of binary-sex phenotype, scoring continuous-sexual phenotypes, quantifying the effects of two different RNA interference treatments, and measuring intracellular protein aggregation. CONCLUSIONS: WorMachine is suitable for analysis of a variety of biological questions and provides an accurate and reproducible analysis tool for measuring diverse phenotypes. It serves as a "quick and easy," convenient, high-throughput, and automated solution for nematode research.


Subject(s)
Caenorhabditis elegans/genetics , Genetic Testing/methods , Machine Learning , Optical Imaging/methods , Phenotype , Animals , Caenorhabditis elegans/anatomy & histology , Female , Genetic Testing/trends , Machine Learning/trends , Male , Optical Imaging/trends
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