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1.
FEBS Lett ; 597(10): 1319-1344, 2023 05.
Article in English | MEDLINE | ID: mdl-36915180

ABSTRACT

Chromophore-bearing proteins that are (reversibly) altered after light illumination are major functional components of nature. They gained considerable attention in the last decades since the dynamic interactions of the chromophore and protein matrix can be used to control downstream effects altering the functionality of proteins, cells, or complete organisms with light (optogenetics). Additionally, the photophysical effects can be employed to add capabilities to optical imaging. For example, light can be used to reversibly switch the signal on or off (e.g., fluorescence). In this article, we review chromophore and protein matrix interactions, focusing on photoswitching fluorescent proteins of the GFP family (RSFPs) and natively photoswitching bacteriophytochromes (BphPs). This review aims to provide an in-depth understanding of the dynamic interplay between photoswitching photophysics and the protein matrix and a thorough discussion on how this connection has been harnessed for the development of optogenetic and imaging tools.


Subject(s)
Green Fluorescent Proteins , Green Fluorescent Proteins/genetics , Green Fluorescent Proteins/metabolism , Luminescent Proteins/genetics , Fluorescence
2.
Adv Drug Deliv Rev ; 189: 114506, 2022 10.
Article in English | MEDLINE | ID: mdl-35998826

ABSTRACT

Optoacoustic (photoacoustic) imaging offers unique opportunities for visualizing biological function in vivo by achieving high-resolution images of optical contrast much deeper than any other optical technique. The method detects ultrasound waves that are generated inside tissue by thermo-elastic expansion, i.e., the conversion of light absorption by tissue structures to ultrasound when the tissue is illuminated by the light of varying intensity. Listening instead of looking to light offers the major advantage of image formation with a resolution that obeys ultrasonic diffraction and not photon diffusion laws. While the technique has been widely used to explore contrast from endogenous photo-absorbing molecules, such as hemoglobin or melanin, the use of exogenous agents can extend applications to a larger range of biological and possible clinical applications, such as image-guided surgery, disease monitoring, and the evaluation of drug delivery, biodistribution, and kinetics. This review summarizes recent developments in optoacoustic agents, and highlights new functions visualized and potent pharmacology applications enabled with the use of external contrast agents.


Subject(s)
Photoacoustic Techniques , Contrast Media , Diagnostic Imaging , Humans , Melanins , Photoacoustic Techniques/methods , Tissue Distribution
3.
Photoacoustics ; 25: 100301, 2022 Mar.
Article in English | MEDLINE | ID: mdl-35036313

ABSTRACT

Test-samples are necessary for the development of emerging imaging approaches such as optoacoustics (OA); these can be used to benchmark new labeling agents and instrumentation, or to characterize image analysis algorithms or the inversion required to form the three-dimensional reconstructions. Alginate beads (AlBes) loaded with labeled mammalian or bacterial cells provide a method of creating defined structures of controllable size and photophysical characteristics and are well-suited for both in vitro and in vivo use. Here we describe a simple and rapid method for efficient and reproducible production of AlBes with specific characteristics and show three example applications with multispectral OA tomography imaging. We show the advantage of AlBes for studying and eventually improving photo-switching OA imaging approaches. As highly defined, homogeneous, quasi point-like signal sources, AlBes might hold similar advantages for studying other agents, light-fluence models, or the impact of detection geometries on correct image formation in the near future.

4.
Nat Biotechnol ; 40(4): 598-605, 2022 04.
Article in English | MEDLINE | ID: mdl-34845372

ABSTRACT

Reversibly photo-switchable proteins are essential for many super-resolution fluorescence microscopic and optoacoustic imaging methods. However, they have yet to be used as sensors that measure the distribution of specific analytes at the nanoscale or in the tissues of live animals. Here we constructed the prototype of a photo-switchable Ca2+ sensor based on GCaMP5G that can be switched with 405/488-nm light and describe its molecular mechanisms at the structural level, including the importance of the interaction of the core barrel structure of the fluorescent protein with the Ca2+ receptor moiety. We demonstrate super-resolution imaging of Ca2+ concentration in cultured cells and optoacoustic Ca2+ imaging in implanted tumor cells in mice under controlled Ca2+ conditions. Finally, we show the generalizability of the concept by constructing examples of photo-switching maltose and dopamine sensors based on periplasmatic binding protein and G-protein-coupled receptor-based sensors.


Subject(s)
Photoacoustic Techniques , Animals , Cell Line , Mice , Microscopy, Fluorescence/methods , Photoacoustic Techniques/methods
5.
Sci Rep ; 11(1): 24430, 2021 12 24.
Article in English | MEDLINE | ID: mdl-34952915

ABSTRACT

Bacteria-mediated cancer-targeted therapy is a novel experimental strategy for the treatment of cancers. Bacteria can be engineered to overcome a major challenge of existing therapeutics by differentiating between malignant and healthy tissue. A prerequisite for further development and study of engineered bacteria is a suitable imaging concept which allows bacterial visualization in tissue and monitoring bacterial targeting and proliferation. Optoacoustics (OA) is an evolving technology allowing whole-tumor imaging and thereby direct observation of bacterial colonization in tumor regions. However, bacterial detection using OA is currently hampered by the lack of endogenous contrast or suitable transgene fluorescent labels. Here, we demonstrate improved visualization of cancer-targeting bacteria using OA imaging and E. coli engineered to express tyrosinase, which uses L-tyrosine as the substrate to produce the strong optoacoustic probe melanin in the tumor microenvironment. Tumors of animals injected with tyrosinase-expressing E. coli showed strong melanin signals, allowing to resolve bacterial growth in the tumor over time using multispectral OA tomography (MSOT). MSOT imaging of melanin accumulation in tumors was confirmed by melanin and E. coli staining. Our results demonstrate that using tyrosinase-expressing E. coli enables non-invasive, longitudinal monitoring of bacterial targeting and proliferation in cancer using MSOT.


Subject(s)
Colonic Neoplasms/therapy , Escherichia coli/metabolism , Monophenol Monooxygenase/therapeutic use , Photoacoustic Techniques/methods , Animals , Cell Line, Tumor , Female , Mice , Mice, Inbred BALB C
6.
Methods Enzymol ; 657: 365-383, 2021.
Article in English | MEDLINE | ID: mdl-34353495

ABSTRACT

Photochromic proteins and photoswitching optoacoustics (OA) are a promising combination, that allows OA imaging of even small numbers of cells in whole live animals and thus can facilitate a more wide-spread use of OA in life-science and preclinical research. The concept relies on exploiting the modulation achieved by the photoswitching to discriminate the agents' signal from the non-modulating background. Here we share our analysis approaches that can be readily used on data generated with commercial OA tomography imaging instrumentation allowing-depending on the used photoswitching agent and sample-routine visualizations of as little as several hundreds of transgene labeled cells per imaging volume in the live animal.


Subject(s)
Photoacoustic Techniques , Animals , Tomography , Tomography, X-Ray Computed
7.
EMBO Mol Med ; 13(9): e13490, 2021 09 07.
Article in English | MEDLINE | ID: mdl-34411447

ABSTRACT

The increasing worldwide prevalence of obesity, fatty liver diseases and the emerging understanding of the important roles lipids play in various other diseases is generating significant interest in lipid research. Lipid visualization in particular can play a critical role in understanding functional relations in lipid metabolism. We investigated the potential of multispectral optoacoustic tomography (MSOT) as a novel modality to non-invasively visualize lipids in laboratory mice around the 930nm spectral range. Using an obesity-induced non-alcoholic fatty liver disease (NAFLD) mouse model, we examined whether MSOT could detect and differentiate different grades of hepatic steatosis and monitor the accumulation of lipids in the liver quantitatively over time, without the use of contrast agents, i.e. in label-free mode. Moreover, we demonstrate the efficacy of using the real-time clearance kinetics of indocyanine green (ICG) in the liver, monitored by MSOT, as a biomarker to evaluate the organ's function and assess the severity of NAFLD. This study establishes MSOT as an efficient imaging tool for lipid visualization in preclinical studies, particularly for the assessment of NAFLD.


Subject(s)
Photoacoustic Techniques , Tomography , Animals , Contrast Media , Indocyanine Green , Mice , Tomography, X-Ray Computed
8.
Nature ; 592(7856): 768-772, 2021 04.
Article in English | MEDLINE | ID: mdl-33828298

ABSTRACT

One of the most important regulatory small molecules in plants is indole-3-acetic acid, also known as auxin. Its dynamic redistribution has an essential role in almost every aspect of plant life, ranging from cell shape and division to organogenesis and responses to light and gravity1,2. So far, it has not been possible to directly determine the spatial and temporal distribution of auxin at a cellular resolution. Instead it is inferred from the visualization of irreversible processes that involve the endogenous auxin-response machinery3-7; however, such a system cannot detect transient changes. Here we report a genetically encoded biosensor for the quantitative in vivo visualization of auxin distribution. The sensor is based on the Escherichia coli tryptophan repressor8, the binding pocket of which is engineered to be specific to auxin. Coupling of the auxin-binding moiety with selected fluorescent proteins enables the use of a fluorescence resonance energy transfer signal as a readout. Unlike previous systems, this sensor enables direct monitoring of the rapid uptake and clearance of auxin by individual cells and within cell compartments in planta. By responding to the graded spatial distribution along the root axis and its perturbation by transport inhibitors-as well as the rapid and reversible redistribution of endogenous auxin in response to changes in gravity vectors-our sensor enables real-time monitoring of auxin concentrations at a (sub)cellular resolution and their spatial and temporal changes during the lifespan of a plant.


Subject(s)
Biosensing Techniques , Indoleacetic Acids/analysis , Arabidopsis , Binding Sites , Biological Transport , Escherichia coli Proteins , Fluorescence Resonance Energy Transfer , Gravitation , Plant Roots/metabolism , Plants, Genetically Modified , Protein Engineering , Protein Structure, Secondary , Repressor Proteins , Signal Transduction
9.
Sci Rep ; 11(1): 2181, 2021 01 26.
Article in English | MEDLINE | ID: mdl-33500461

ABSTRACT

Morphological and functional optoacoustic imaging is enhanced by dedicated transgene reporters, in analogy to fluorescence methods. The development of optoacoustic reporters using protein engineering and directed evolution would be accelerated by high-throughput in-flow screening for intracellular, genetically encoded, optoacoustic contrast. However, accurate characterization of such contrast is impeded because the optoacoustic signals depend on the cell's size and position in the flow chamber. We report herein an optoacoustic flow cytometer (OA-FCM) capable of precise measurement of intracellular optoacoustic signals of genetically-encoded chromoproteins in flow. The novel system records light-scattering as a reference for the detected optoacoustic signals in order to account for cell size and position, as well as excitation light flux in the focal volume, which we use to reference the detected optoacoustic signals to enhance the system's precision. The OA-FCM was calibrated using micrometer-sized particles to showcase the ability to assess in-flow objects in the size range of single-cells. We demonstrate the capabilities of our OA-FCM to identify sub-populations in a mixture of two E. coli stocks expressing different reporter-proteins with a precision of over 90%. High-throughput screening of optoacoustic labels could pave the way for identifying genetically encoded optoacoustic reporters by transferring working concepts of the fluorescence field such as directed evolution and activated cell sorting.


Subject(s)
Flow Cytometry , Photoacoustic Techniques , Scattering, Radiation , Escherichia coli/metabolism , Reproducibility of Results , Signal Processing, Computer-Assisted
10.
Neoplasia ; 22(9): 441-446, 2020 09.
Article in English | MEDLINE | ID: mdl-32653834

ABSTRACT

Widespread metastasis is the major cause of death from melanoma and other types of cancer. At present, the dynamic aspects of the metastatic cascade remain enigmatic. The feasibility to track circulating melanoma cells deep within living intact organisms can greatly impact our knowledge on tumor metastasis, but existing imaging approaches lack the sensitivity, spatio-temporal resolution or penetration depth to capture flowing tumor cells over large fields of view within optically-opaque biological tissues. Vast progress with the development of optoacoustic tomography technologies has recently enabled two- and three-dimensional imaging at unprecedented frame rates in the order of hundreds of Hertz, effectively mapping up to a million image voxels within a single volumetric snapshot. Herein, we employ volumetric optoacoustic tomography for real-time visualization of passage and trapping of individual B16 melanoma cells in the whole mouse brain. Detection of individual circulating melanoma cells was facilitated by substituting blood with an artificial cerebrospinal fluid that removes the strong absorption background in the optoacoustic images. The approach can provide new opportunities for studying trafficking and accumulation of metastatic melanoma cells in different organs.


Subject(s)
Brain/pathology , Heart/physiology , Imaging, Three-Dimensional/methods , Melanoma, Experimental/pathology , Neoplastic Cells, Circulating/pathology , Photoacoustic Techniques/methods , Tomography, X-Ray Computed/methods , Animals , Apoptosis , Brain/diagnostic imaging , Cell Proliferation , Melanoma, Experimental/diagnostic imaging , Mice , Tumor Cells, Cultured
11.
Anal Chem ; 92(15): 10717-10724, 2020 08 04.
Article in English | MEDLINE | ID: mdl-32640156

ABSTRACT

Optoacoustic (photoacoustic) imaging has seen marked advances in detection and data analysis, but there is less progress in understanding the photophysics of common optoacoustic contrast agents. This gap blocks the development of novel agents and the accurate analysis and interpretation of multispectral optoacoustic images. To close it, we developed a multimodal laser spectrometer (MLS) to enable the simultaneous measurement of optoacoustic, absorbance, and fluorescence spectra. Herein, we employ MLS to analyze contrast agents (methylene blue, rhodamine 800, Alexa Fluor 750, IRDye 800CW, and indocyanine green) and proteins (sfGFP, mCherry, mKate, HcRed, iRFP720, and smURFP). We found that the optical absorption spectrum does not correlate with the optoacoustic spectrum for the majority of the analytes. We determined that for dyes, the transition underlying an aggregation state has more optoacoustic signal generation efficiency than the monomer transition. For proteins we found a favored optoacoustic relaxation that stems from the neutral or zwitterionic chromophores and unreported photoswitching behavior of tdTomato and HcRed. We then crystalized HcRed in its photoswitch optoacoustic state, confirming structurally the change in isomerization with respect to HcReds' fluorescence state. Finally, on the example of the widely used label tdTomato and the dye indocyanine green, we show the importance of correct photophysical (e.g., spectral and kinetic) information as a prerequisite for spectral-unmixing for in vivo imaging.


Subject(s)
Absorption, Physicochemical , Coloring Agents/chemistry , Luminescent Proteins/chemistry , Molecular Imaging , Photoacoustic Techniques , Limit of Detection , Models, Molecular , Protein Conformation
12.
Sci Adv ; 6(24): eaaz6293, 2020 06.
Article in English | MEDLINE | ID: mdl-32582850

ABSTRACT

We introduce two photochromic proteins for cell-specific in vivo optoacoustic (OA) imaging with signal unmixing in the temporal domain. We show highly sensitive, multiplexed visualization of T lymphocytes, bacteria, and tumors in the mouse body and brain. We developed machine learning-based software for commercial imaging systems for temporal unmixed OA imaging, enabling its routine use in life sciences.


Subject(s)
Photoacoustic Techniques , Animals , Mice , Photoacoustic Techniques/methods , Proteins , Software
13.
Nat Commun ; 10(1): 5056, 2019 11 07.
Article in English | MEDLINE | ID: mdl-31699983

ABSTRACT

Macrophages are one of the most functionally-diverse cell types with roles in innate immunity, homeostasis and disease making them attractive targets for diagnostics and therapy. Photo- or optoacoustics could provide non-invasive, deep tissue imaging with high resolution and allow to visualize the spatiotemporal distribution of macrophages in vivo. However, present macrophage labels focus on synthetic nanomaterials, frequently limiting their ability to combine both host cell viability and functionality with strong signal generation. Here, we present a homogentisic acid-derived pigment (HDP) for biocompatible intracellular labeling of macrophages with strong optoacoustic contrast efficient enough to resolve single cells against a strong blood background. We study pigment formation during macrophage differentiation and activation, and utilize this labeling method to track migration of pro-inflammatory macrophages in vivo with whole-body imaging. We expand the sparse palette of macrophage labels for in vivo optoacoustic imaging and facilitate research on macrophage functionality and behavior.


Subject(s)
Homogentisic Acid/chemistry , Intravital Microscopy/methods , Macrophage Activation , Macrophages/cytology , Photoacoustic Techniques/methods , Pigments, Biological/chemistry , Staining and Labeling/methods , Animals , Biocompatible Materials , Cell Differentiation , Cytokines/metabolism , Gold , HEK293 Cells , HeLa Cells , Humans , L-Lactate Dehydrogenase/metabolism , Macrophages/metabolism , Melanins , Mice , Nanoparticles , Nanotubes
14.
Biomed Opt Express ; 10(9): 4775-4789, 2019 Sep 01.
Article in English | MEDLINE | ID: mdl-31565524

ABSTRACT

A new type of bimodal contrast agent was made that is based on the self-quenching of indocyanine green (ICG) encapsulated in a biocompatible and biodegradable polymer shell. The increasing of a local ICG concentration that is necessary for the obtaining of self-quenching effect was achieved by freezing-induced loading and layer-by-layer assembly. As a result, an efficient photoacoustic(optoacoustic)/fluorescent contrast agent based on composite indocyanine green/polymer particles was successfully prepared and was characterized by fluorescence and photoacoustic(optoacoustic) tomography in vitro. This type of contrast agent holds good promise for clinical application owing to its high efficiency and biosafety.

15.
ACS Chem Biol ; 14(9): 1896-1903, 2019 09 20.
Article in English | MEDLINE | ID: mdl-31389680

ABSTRACT

Photo- or optoacoustics (OA) imaging is increasingly being used as a non-invasive imaging method that can simultaneously reveal structure and function in deep tissue. However, the most frequent transgenic OA labels are current fluorescent proteins that are not optimized for OA imaging. Thus, they lack OA signal strength, and their absorption maxima are positioned at short wavelengths, thus giving small penetration depths and strong background signals. Here, we apply insights from our recent determination of the structure of the fluorescent phycobiliprotein smURFP to mutate a range of residues to promote the nonradiative decay pathway that generates the OA signal. We identified hydrophobic and aromatic substitutions within the chromophore-binding pocket that substantially increase the intensity of the OA signal and red-shift the absorption. Our results demonstrate the feasibility of structure-based mutagenesis to repurpose fluorescent probes for OA imaging, and they may provide structure-function insights for de novo engineering of transgenic OA probes.


Subject(s)
Bacterial Proteins/chemistry , Fluorescent Dyes/chemistry , Optical Imaging/methods , Photoacoustic Techniques/methods , Phycobiliproteins/chemistry , Animals , Bacterial Proteins/genetics , Bacterial Proteins/metabolism , Biliverdine/metabolism , Binding Sites , Mice, Nude , Mutation , Phycobiliproteins/genetics , Phycobiliproteins/metabolism , Protein Binding , Protein Engineering/methods , Trichodesmium/chemistry
16.
Anal Chem ; 91(9): 5470-5477, 2019 05 07.
Article in English | MEDLINE | ID: mdl-30933491

ABSTRACT

Photocontrollable proteins revolutionized life-science imaging due to their contribution to subdiffraction-resolution optical microscopy. They might have yet another lasting impact on photo- or optoacoustic imaging (OA). OA combines optical contrast with ultrasound detection enabling high-resolution real-time in vivo imaging well-beyond the typical penetration depth of optical methods. While OA already showed numerous applications relying on endogenous contrast from blood hemoglobin or lipids, its application in the life-science was limited by a lack of labels overcoming the strong signal from the aforementioned endogenous absorbers. Here, a number of recent studies showed that photocontrollable proteins provide the means to overcome this barrier eventually enabling OA to image small cell numbers in a complete organism in vivo. In this Feature article, we introduce the key photocontrollable proteins, explain the basic concepts, and highlight achievements that have been already made.


Subject(s)
Light , Optical Imaging/methods , Photoacoustic Techniques/methods , Proteins/metabolism , Animals
17.
Nat Commun ; 10(1): 1191, 2019 03 13.
Article in English | MEDLINE | ID: mdl-30867430

ABSTRACT

Τhe morphology, physiology and immunology, of solid tumors exhibit spatial heterogeneity which complicates our understanding of cancer progression and therapy response. Understanding spatial heterogeneity necessitates high resolution in vivo imaging of anatomical and pathophysiological tumor information. We introduce Rhodobacter as bacterial reporter for multispectral optoacoustic (photoacoustic) tomography (MSOT). We show that endogenous bacteriochlorophyll a in Rhodobacter gives rise to strong optoacoustic signals >800 nm away from interfering endogenous absorbers. Importantly, our results suggest that changes in the spectral signature of Rhodobacter which depend on macrophage activity inside the tumor can be used to reveal heterogeneity of the tumor microenvironment. Employing non-invasive high resolution MSOT in longitudinal studies we show spatiotemporal changes of Rhodobacter spectral profiles in mice bearing 4T1 and CT26.WT tumor models. Accessibility of Rhodobacter to genetic modification and thus to sensory and therapeutic functions suggests potential for a theranostic platform organism.


Subject(s)
Biosensing Techniques/methods , Macrophages/immunology , Neoplasms/diagnostic imaging , Photoacoustic Techniques/methods , Rhodobacter/chemistry , Theranostic Nanomedicine/methods , Animals , Bacteriochlorophyll A/chemistry , Bacteriochlorophyll A/metabolism , Cell Line, Tumor/transplantation , Disease Models, Animal , Humans , Longitudinal Studies , Mice , Mice, Inbred BALB C , Mice, Nude , Neoplasms/immunology , Rhodobacter/metabolism , Tomography, X-Ray Computed/methods , Tumor Microenvironment/immunology
18.
J Struct Biol ; 204(3): 519-522, 2018 12.
Article in English | MEDLINE | ID: mdl-30287387

ABSTRACT

Small, ultra-red fluorescence protein (smURFP) introduces the non-native biliverdin (BV) chromophore to phycobiliproteins (PBPs), allowing them to be used as transgenic labels for in vivo mammalian imaging. Presently, no structural information exists for PBPs bound to the non-native BV chromophore, which limits the further development of smURFP and related proteins as imaging labels or indicators. Here we describe the first crystal structure of a PBP bound to BV. The structures of smURFP-Y56R with BV and smURFP-Y56F without BV reveal unique oligomerization interfaces different from those in wild-type PBPs bound to native chromophores. Our structures suggest that the oligomerization interface affects the BV binding site, creating a link between oligomerization and chromophorylation that we confirmed through site-directed mutagenesis and that may help guide efforts to improve the notorious chromophorylation of smURFP and other PBPs engineered to bind BV.


Subject(s)
Biliverdine/chemistry , Luminescent Measurements/methods , Luminescent Proteins/chemistry , Phycobiliproteins/chemistry , Biliverdine/metabolism , Binding Sites/genetics , Crystallization , Crystallography, X-Ray , Luminescent Proteins/genetics , Luminescent Proteins/metabolism , Models, Molecular , Mutagenesis, Site-Directed , Phycobiliproteins/metabolism , Protein Binding , Protein Multimerization , Spectrometry, Fluorescence , Red Fluorescent Protein
19.
Anal Chem ; 90(17): 10527-10535, 2018 09 04.
Article in English | MEDLINE | ID: mdl-30080028

ABSTRACT

Reversibly switchable fluorescent proteins (rsFPs) have had a revolutionizing effect on life science imaging due to their contribution to sub-diffraction-resolution optical microscopy (nanoscopy). Initial studies showed that their use as labels could also be highly beneficial for emerging photo- or optoacoustic imaging. It could be shown that their use in optoacoustics (i) strongly improves the imaging contrast-to-noise ratio due to modulation and locked-in detection, (ii) facilitates fluence calibration, affording precise measurements of physiological parameters, and finally (iii) could boost spatial resolution following similar concepts as used for nanoscopy. However, rsFPs show different photophysical behavior in optoacoustics than in optical microscopy because optoacoustics requires pulsed illumination and depends on signal generation via nonradiative energy decay channels. This implies that rsFPs optimized for fluorescence imaging may not be ideal for optoacoustics. Here, we analyze the photophysical behavior of a broad range of rsFPs with optoacoustics and analyze how the experimental factors central to optoacoustic imaging influence the different types of rsFPs. Finally, we discuss how knowledge of the switching behavior can be exploited for various optoacoustic imaging approaches using sophisticated temporal unmixing schemes.


Subject(s)
Luminescent Proteins/chemistry , Photoacoustic Techniques/methods , Fluorescence , Microscopy, Fluorescence/methods
20.
Methods Mol Biol ; 1414: 63-75, 2016.
Article in English | MEDLINE | ID: mdl-27094286

ABSTRACT

PocketOptimizer is a computational method to design protein binding pockets that has been recently developed. Starting from a protein structure an existing small molecule binding pocket is optimized for the recognition of a new ligand. The modular program predicts mutations that will improve the affinity of a target small molecule to the protein of interest using a receptor-ligand scoring function to estimate the binding free energy. PocketOptimizer has been tested in a comprehensive benchmark and predicted mutations have also been used in experimental tests. In this chapter, we will provide general recommendations for usage as well as an in-depth description of all individual PocketOptimizer modules.


Subject(s)
Proteins/chemistry , Binding Sites , Ligands
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