RESUMEN
It has been shown previously that a set of three modifications-termed S1, Crystal Kappa, and elbow-act synergistically to improve the crystallizability of an antigen-binding fragment (Fab) framework. Here, we prepared a phage-displayed library and performed crystallization screenings to identify additional substitutions-located near the heavy-chain elbow region-which cooperate with the S1, Crystal Kappa, and elbow modifications to increase expression and improve crystallizability of the Fab framework even further. One substitution (K141Q) supports the signature Crystal Kappa-mediated Fab:Fab crystal lattice packing interaction. Another substitution (E172G) improves the compatibility of the elbow modification with the Fab framework by alleviating some of the strain incurred by the shortened and bulkier elbow linker region. A third substitution (F170W) generates a split-Fab conformation, resulting in a powerful crystal lattice packing interaction comprising the biological interaction interface between the variable heavy and light chain domains. In sum, we have used K141Q, E172G, and F170W substitutions-which complement the S1, Crystal Kappa, and elbow modifications-to generate a set of highly crystallizable Fab frameworks that can be used as chaperones to enable facile elucidation of Fab:antigen complex structures by x-ray crystallography.
Asunto(s)
Fragmentos Fab de Inmunoglobulinas , Fragmentos Fab de Inmunoglobulinas/química , Fragmentos Fab de Inmunoglobulinas/metabolismo , Cristalografía por Rayos X , Cristalización , Modelos Moleculares , Conformación Proteica , Humanos , Sustitución de AminoácidosRESUMEN
The receptor tyrosine kinase ROR2 mediates noncanonical WNT5A signaling to orchestrate tissue morphogenetic processes, and dysfunction of the pathway causes Robinow syndrome, brachydactyly B, and metastatic diseases. The domain(s) and mechanisms required for ROR2 function, however, remain unclear. We solved the crystal structure of the extracellular cysteine-rich (CRD) and Kringle (Kr) domains of ROR2 and found that, unlike other CRDs, the ROR2 CRD lacks the signature hydrophobic pocket that binds lipids/lipid-modified proteins, such as WNTs, suggesting a novel mechanism of ligand reception. Functionally, we showed that the ROR2 CRD, but not other domains, is required and minimally sufficient to promote WNT5A signaling, and Robinow mutations in the CRD and the adjacent Kr impair ROR2 secretion and function. Moreover, using function-activating and -perturbing antibodies against the Frizzled (FZ) family of WNT receptors, we demonstrate the involvement of FZ in WNT5A-ROR signaling. Thus, ROR2 acts via its CRD to potentiate the function of a receptor super-complex that includes FZ to transduce WNT5A signals.
Asunto(s)
Receptores Huérfanos Similares al Receptor Tirosina Quinasa , Vía de Señalización Wnt , Animales , Humanos , Ratones , Cristalografía por Rayos X , Conformación Proteica , Dominios Proteicos , Receptores Huérfanos Similares al Receptor Tirosina Quinasa/química , Receptores Huérfanos Similares al Receptor Tirosina Quinasa/genética , Receptores Huérfanos Similares al Receptor Tirosina Quinasa/metabolismo , Proteínas Wnt/metabolismo , Proteínas Wnt/genética , Proteína Wnt-5a/metabolismo , Proteína Wnt-5a/genéticaRESUMEN
There is mounting evidence that the cerebellum impacts hippocampal functioning, but the impact of the cerebellum on hippocampal interneurons remains obscure. Using miniscopes in freely behaving animals, we find optogenetic stimulation of Purkinje cells alters the calcium activity of a large percentage of CA1 interneurons. This includes both increases and decreases in activity. Remarkably, this bidirectional impact occurs in a coordinated fashion, in line with interneurons' functional properties. Specifically, CA1 interneurons activated by cerebellar stimulation are commonly locomotion-active, while those inhibited by cerebellar stimulation are commonly rest-active interneurons. We additionally find that subsets of CA1 interneurons show altered activity during object investigations, suggesting a role in the processing of objects in space. Importantly, these neurons also show coordinated modulation by cerebellar stimulation: CA1 interneurons that are activated by cerebellar stimulation are more likely to be activated, rather than inhibited, during object investigations, while interneurons that show decreased activity during cerebellar stimulation show the opposite profile. Therefore, CA1 interneurons play a role in object processing and in cerebellar impacts on the hippocampus, providing insight into previously noted altered CA1 processing of objects in space with cerebellar stimulation. We examined two different stimulation locations (IV/V Vermis; Simplex) and two different stimulation approaches (7Hz or a single 1s light pulse) - in all cases, the cerebellum induces similar coordinated CA1 interneuron changes congruent with an explorative state. Overall, our data show that the cerebellum impacts CA1 interneurons in a bidirectional and coordinated fashion, positioning them to play an important role in cerebello-hippocampal communication. Significance Statement: Acute manipulation of the cerebellum can affect the activity of cells in CA1, and perturbing normal cerebellar functioning can affect hippocampal-dependent spatial processing, including the processing of objects in space. Despite the importance of interneurons on the local hippocampal circuit, it was unknown how cerebellar activation impacts CA1 inhibitory neurons. We find that stimulating the cerebellum robustly affects multiple populations of CA1 interneurons in a bidirectional, coordinated manner, according to their functional profiles during behavior, including locomotion and object investigations. Our work also provides support for a role of CA1 interneurons in spatial processing of objects, with populations of interneurons showing altered activity during object investigations.
RESUMEN
BACKGROUND: Interns experience challenges in their transition from medical school to residency. Orientation is traditionally delivered by faculty and administrators and often does not address practical skills needed by interns during the transition. OBJECTIVES: The objective is to address traditional orientation gaps and improve incoming interns' transition experience. Methods: We identified opportunities with our intern orientation using a quality improvement methodology. Plan Do Study Act (PDSA) cycle 1 consisted of a pilot boot camp. PDSA cycle 2 was conducted over two weeks, June 9-23, 2021, at the Detroit Medical Center, Detroit, MI. Participation was voluntary. Residents were assigned incoming interns on a 1:1 basis. Five virtual sessions were conducted addressing: daily workflow, documentation, presentation skills, and utilization of the Electronic Health Record (EHR). All participants received pre- and post-program surveys. Results: Twenty-two rising second- and third-year residents (26%) and 22 incoming interns (58%) participated. There was a significant improvement in the understanding of daily workflow (mean improvement 0.957, p=0.003), and most tasks associated with EHR including comfort with the sign-out process (mean improvement 1.21; p=0.002), accessing specific team lists (mean improvement 1.75, p=0.001), writing orders (mean improvement 1.41; p=0.002), composing documentation (mean improvement 1.23; p=0.001). Writing notes improved significantly (mean improved by 0.52; p=0.04). Nearly all (93.2%) stated the program achieved its overall goals and believed (92.9%) the program should be continued for incoming intern classes. CONCLUSION: A targeted orientation bootcamp led by near-peers positively impacted the intern experience improving understanding of day-to-day responsibilities and comfort utilizing the electronic health record.
RESUMEN
The Wnt/ß-catenin signaling governs anterior-posterior neural patterning during development. Current human pluripotent stem cell (hPSC) differentiation protocols use a GSK3 inhibitor to activate Wnt signaling to promote posterior neural fate specification. However, GSK3 is a pleiotropic kinase involved in multiple signaling pathways and, as GSK3 inhibition occurs downstream in the signaling cascade, it bypasses potential opportunities for achieving specificity or regulation at the receptor level. Additionally, the specific roles of individual FZD receptors in anterior-posterior patterning are poorly understood. Here, we have characterized the cell surface expression of FZD receptors in neural progenitor cells with different regional identity. Our data reveal unique upregulation of FZD5 expression in anterior neural progenitors, and this expression is downregulated as cells adopt a posterior fate. This spatial regulation of FZD expression constitutes a previously unreported regulatory mechanism that adjusts the levels of ß-catenin signaling along the anterior-posterior axis and possibly contributes to midbrain-hindbrain boundary formation. Stimulation of Wnt/ß-catenin signaling in hPSCs, using a tetravalent antibody that selectively triggers FZD5 and LRP6 clustering, leads to midbrain progenitor differentiation and gives rise to functional dopaminergic neurons in vitro and in vivo.
Asunto(s)
Receptores Frizzled , Glucógeno Sintasa Quinasa 3 , beta Catenina , Humanos , beta Catenina/metabolismo , Receptores Frizzled/genética , Receptores Frizzled/metabolismo , Glucógeno Sintasa Quinasa 3/metabolismo , Mesencéfalo , Sistema Nervioso/metabolismo , Vía de Señalización Wnt , Animales , RatasRESUMEN
The atomic-resolution structural information that X-ray crystallography can provide on the binding interface between a Fab and its cognate antigen is highly valuable for understanding the mechanism of interaction. However, many Fab:antigen complexes are recalcitrant to crystallization, making the endeavor a considerable effort with no guarantee of success. Consequently, there have been significant steps taken to increase the likelihood of Fab:antigen complex crystallization by altering the Fab framework. In this investigation, we applied the surface entropy reduction strategy coupled with phage-display technology to identify a set of surface substitutions that improve the propensity of a human Fab framework to crystallize. In addition, we showed that combining these surface substitutions with previously reported Crystal Kappa and elbow substitutions results in an extraordinary improvement in Fab and Fab:antigen complex crystallizability, revealing a strong synergistic relationship between these sets of substitutions. Through comprehensive Fab and Fab:antigen complex crystallization screenings followed by structure determination and analysis, we defined the roles that each of these substitutions play in facilitating crystallization and how they complement each other in the process.
Asunto(s)
Complejo Antígeno-Anticuerpo , Fragmentos Fab de Inmunoglobulinas , Humanos , Cristalización/métodos , Fragmentos Fab de Inmunoglobulinas/genética , Fragmentos Fab de Inmunoglobulinas/química , Complejo Antígeno-Anticuerpo/química , Antígenos/química , Cristalografía por Rayos X , Conformación ProteicaRESUMEN
Safely expanding indications for cellular therapies has been challenging given a lack of highly cancer-specific surface markers. Here we explore the hypothesis that tumor cells express cancer-specific surface protein conformations that are invisible to standard target discovery pipelines evaluating gene or protein expression, and these conformations can be identified and immunotherapeutically targeted. We term this strategy integrating cross-linking mass spectrometry with glycoprotein surface capture 'structural surfaceomics'. As a proof of principle, we apply this technology to acute myeloid leukemia (AML), a hematologic malignancy with dismal outcomes and no known optimal immunotherapy target. We identify the activated conformation of integrin ß2 as a structurally defined, widely expressed AML-specific target. We develop and characterize recombinant antibodies to this protein conformation and show that chimeric antigen receptor T cells eliminate AML cells and patient-derived xenografts without notable toxicity toward normal hematopoietic cells. Our findings validate an AML conformation-specific target antigen and demonstrate a tool kit for applying these strategies more broadly.
Asunto(s)
Leucemia Mieloide Aguda , Receptores Quiméricos de Antígenos , Humanos , Receptores Quiméricos de Antígenos/genética , Receptores Quiméricos de Antígenos/metabolismo , Linfocitos T , Integrinas/metabolismo , Inmunoterapia Adoptiva/métodos , Leucemia Mieloide Aguda/terapia , Leucemia Mieloide Aguda/genéticaRESUMEN
The physiological consequences of overstocking require more investigation, and no research has explored whether dietary supplements could mitigate the anticipated negative physiological effects. OmniGen AF (OG, Phibro Animal Health Corporation, Teaneck, NJ, USA) is a nutritional supplement that has been shown to support the immune system of cattle following internal and environmental stressors. This study aimed to determine if a 45-day period of OG feed supplementation would influence whole blood leukocyte messenger RNA abundance, energy metabolism and glucocorticoid concentration, during a two-week period of overstocking. Two stocking density treatments (control: one headlock and lying stall per cow; overstocked: 0.5 headlocks and 0.5 lying stalls per cow) and two diet treatments (control: no added supplement; and OG: 56 g/cow per day) were investigated. Four pens of 15 cows were fed their assigned diet (two pens per diet; control stocking density) for 45 days after which each stocking density treatment was applied for a 14-day period using a cross-over design; this study design was replicated twice. During each 14-day period, blood was collected on day four to measure whole blood leukocyte messenger RNA abundance (cluster of differentiation 80, interleukin 8 receptor-beta, interleukin 10 receptor-beta and L-selectin) and fecal samples were collected every two days to measure fecal cortisol metabolite concentration (11,17-dioxoandrostanes). At the end of each 14-day period, eight cows from each pen were selected for an intravenous glucose tolerance test; glucose, insulin and non-esterified fatty acids were measured. There were no effects of diet or stocking density on leukocyte messenger RNA abundance. Fecal cortisol metabolite concentrations were highest for overstocked cows on the control diet on day four of the stocking density treatment; however, by day 10, overstocked cows fed OG had the highest fecal cortisol metabolite concentrations. Overstocked cows, regardless of diet, had an attenuated insulin response during the glucose tolerance test, represented by a lower area under the curve estimate. Cows fed OG but not overstocked, had a lower non-esterified fatty acid nadir during the glucose challenge, compared to all the other treatments. In conclusion, overstocking prompts a physiological stress response and alters energy metabolism by decreasing the insulin response to an intravenous glucose challenge. Feeding OG during overstocking delayed the increase in fecal cortisol metabolites by several days; however, it is unclear if this altered glucocorticoid response benefited the cow, as OG had no effect on insulin responses or immune parameters.
Asunto(s)
Glucocorticoides , Hidrocortisona , Femenino , Bovinos , Animales , Glucocorticoides/farmacología , Glucocorticoides/metabolismo , Lactancia/fisiología , Leche/metabolismo , Dieta/veterinaria , Suplementos Dietéticos , Leucocitos/metabolismo , Insulina/metabolismo , Glucosa/metabolismo , Metabolismo Energético , Alimentación AnimalRESUMEN
Biological soil crusts (biocrusts) are critical components of dryland and other ecosystems worldwide, and are increasingly recognized as novel model ecosystems from which more general principles of ecology can be elucidated. Biocrusts are often diverse communities, comprised of both eukaryotic and prokaryotic organisms with a range of metabolic lifestyles that enable the fixation of atmospheric carbon and nitrogen. However, how the function of these biocrust communities varies with succession is incompletely characterized, especially in comparison to more familiar terrestrial ecosystem types such as forests. We conducted a greenhouse experiment to investigate how community composition and soil-atmosphere trace gas fluxes of CO2, CH4, and N2O varied from early-successional light cyanobacterial biocrusts to mid-successional dark cyanobacteria biocrusts and late-successional moss-lichen biocrusts and as biocrusts of each successional stage matured. Cover type richness increased as biocrusts developed, and richness was generally highest in the late-successional moss-lichen biocrusts. Microbial community composition varied in relation to successional stage, but microbial diversity did not differ significantly among stages. Net photosynthetic uptake of CO2 by each biocrust type also increased as biocrusts developed but tended to be moderately greater (by up to ≈25%) for the mid-successional dark cyanobacteria biocrusts than the light cyanobacterial biocrusts or the moss-lichen biocrusts. Rates of soil C accumulation were highest for the dark cyanobacteria biocrusts and light cyanobacteria biocrusts, and lowest for the moss-lichen biocrusts and bare soil controls. Biocrust CH4 and N2O fluxes were not consistently distinguishable from the same fluxes measured from bare soil controls; the measured rates were also substantially lower than have been reported in previous biocrust studies. Our experiment, which uniquely used greenhouse-grown biocrusts to manipulate community composition and accelerate biocrust development, shows how biocrust function varies along a dynamic gradient of biocrust successional stages.
RESUMEN
Image plates (IPs) are a popular detector in the field of laser driven ion acceleration, owing to their high dynamic range and reusability. An absolute calibration of these detectors to laser-driven protons in the routinely produced tens of MeV energy range is, therefore, essential. In this paper, the response of Fujifilm BAS-TR IPs to 1-40 MeV protons is calibrated by employing the detectors in high resolution Thomson parabola spectrometers in conjunction with a CR-39 nuclear track detector to determine absolute proton numbers. While CR-39 was placed in front of the image plate for lower energy protons, it was placed behind the image plate for energies above 10 MeV using suitable metal filters sandwiched between the image plate and CR-39 to select specific energies. The measured response agrees well with previously reported calibrations as well as standard models of IP response, providing, for the first time, an absolute calibration over a large range of proton energies of relevance to current experiments.
RESUMEN
The response of the BAS-TR image plate (IP) was absolutely calibrated using a CR-39 track detector for high linear energy transfer Au ions up to â¼1.6 GeV (8.2 MeV/nucleon), accelerated by high-power lasers. The calibration was carried out by employing a high-resolution Thomson parabola spectrometer, which allowed resolving Au ions with closely spaced ionization states up to 58+. A response function was obtained by fitting the photo-stimulated luminescence per Au ion for different ion energies, which is broadly in agreement with that expected from ion stopping in the active layer of the IP. This calibration would allow quantifying the ion energy spectra for high energy Au ions, which is important for further investigation of the laser-based acceleration of heavy ion beams.
RESUMEN
BACKGROUND: Game-based learning is an engaging and effective educational strategy in medical education. The Internal Medicine resident board review at our institution was considered dull and poorly attended by trainees. We hypothesized that a gamified, longitudinal, team-based approach to board review would rejuvenate board review and improve learner perception of quality and attendance. METHODS: We sought to improve the resident perception of and participation in board review through an innovative longitudinal, team-based, game-based intervention, the "Cohort Cup". The "Cohort Cup" was developed and implemented over a 22-week intervention period from November 2017 to May 2018. Teams (cohorts) competed in real-time against one another. Evaluation methods include a pre/post attitudes survey on a 5-point Likert scale (1 - strongly disagree, 5 - strongly agree) and attendance data. Findings: Of 105 residents eligible to participate, 82 completed the pre-intervention survey, and 74 completed the post-intervention survey. We observed statistically significant increases in self-perceptions of engagement, the perceived value of the sessions, and preferences for game-based learning. Self-perceptions of learner engagement improved from 2.74 to 3.8. The value of the educational experience increased from 2.68 to 3.95. Preferences for game-based learning improved from 3.77 to 4.32. Board review attendance doubled. Residents commented the intervention improved class bonding. Board passage rate increased from 86% to 97%. CONCLUSIONS: Our game-based intervention successfully rejuvenated our board review. We observed more joy in the learning environment and improvements in resident engagement, and in their attitudes regarding board review. Game-based learning can be a valuable educational tool and can be a positive facet of educational communities.
RESUMEN
There has been a remarkable increase in the number of biologics, especially monoclonal antibodies, in the market over the last decade. In addition to attaining the desired binding to their targets, a crucial aspect is the 'developability' of these drugs, which includes several desirable properties such as high solubility, low viscosity and aggregation, physico-chemical stability, low immunogenicity and low poly-specificity. The lack of any of these desirable properties can lead to significant hurdles in advancing them to the clinic and are often discovered only during late stages of drug development. Hence, in silico methods for early detection of these properties, particularly the ones that affect aggregation and solubility in the earlier stages can be highly beneficial. We have developed a computational framework based on a large and diverse set of protein specific descriptors that is ideal for making liability predictions using a QSPR (quantitative structure-property relationship) approach. This set offers a high degree of feature diversity that may coarsely be classified based on (1) sequence (2) structure and (3) surface patches. We assess the sensitivity and applicability of these descriptors in four dedicated case studies that are believed to be representative of biophysical characterizations commonly employed during the development process of a biologics drug candidate. In addition to data sets obtained from public sources, we have validated the descriptors on novel experimental data sets in order to address antibody developability and to generate prospective predictions on Adnectins. The results show that the descriptors are well suited to assist in the improvement of protein properties of systems that exhibit poor solubility or aggregation.
Asunto(s)
Productos Biológicos , Desarrollo de Medicamentos , Estudios Prospectivos , Relación Estructura-Actividad Cuantitativa , SolubilidadRESUMEN
Increasing the intensity to which high power laser pulses are focused has opened up new research possibilities, including promising new approaches to particle acceleration and phenomena such as high field quantum electrodynamics. Whilst the intensity achievable with a laser pulse of a given power can be increased via tighter focusing, the focal spot profile also plays an important role in the interaction physics. Here we show that the spatial-intensity distribution, and specifically the ratio of the intensity in the peak of the laser focal spot to the halo surrounding it, is important in the interaction of ultraintense laser pulses with solid targets. By comparing proton acceleration measurements from foil targets irradiated with by a near-diffraction-limited wavelength scale focal spot and larger F-number focusing, we find that this spatial-intensity contrast parameter strongly influences laser energy coupling to fast electrons. We find that for multi-petawatt pulses, spatial-intensity contrast is potentially as important as temporal-intensity contrast.
RESUMEN
Purpose: Integrins play a central role in myofibroblast pathological adhesion, over-contraction, and TGFß activation. Previously, we demonstrated that after corneal wounding, αv integrins are protected from intracellular degradation by upregulation of the deubiquitinase USP10, leading to cell-surface integrin accumulation. Because integrins bind to and internalize extracellular matrix (ECM), we tested whether extracellular fibronectin (FN) accumulation can result from an increase in integrin and matrix recycling in primary human corneal fibroblasts (HCFs). Methods: Primary HCFs were isolated from cadaver eyes. HCFs were transfected with either USP10 cDNA or control cDNA by nucleofection. Internalized FN was quantified with a FN ELISA. Recycled extracellular integrin and FN were detected with streptavidin-488 by live cell confocal microscopy (Zeiss LSM 780). Endogenous FN extra domain A was detected by immunocytochemistry. Cell size and removal of FN from the cell surface was determined by flow cytometry. Results: USP10 overexpression increased α5ß1 (1.9-fold; P < 0.001) and αv (1.7-fold; P < 0.05) integrin recycling, with a concomitant increase in biotinylated FN internalization (2.1-fold; P < 0.05) and recycling over 4 days (1.7-2.2-fold; P < 0.05). The dependence of FN recycling on integrins was demonstrated by α5ß1 and αv integrin blocking antibodies, which, compared with control IgG, decreased biotinylated FN recycling (62% and 84%, respectively; P < 0.05). Overall, we established that extracellular FN was composed of approximately 1/3 recycled biotinylated FN and 2/3 endogenously secreted FN. Conclusions: Our data suggest that reduced integrin degradation with a subsequent increase in integrin/FN recycling after wounding may be a newly identified mechanism for the characteristic accumulation of ECM in corneal scar tissue.
Asunto(s)
Córnea/metabolismo , Fibronectinas/metabolismo , Ubiquitina Tiolesterasa/biosíntesis , Adhesión Celular , Membrana Celular/metabolismo , Células Cultivadas , Córnea/citología , Ensayo de Inmunoadsorción Enzimática , Fibroblastos/metabolismo , Citometría de Flujo , Humanos , Transducción de SeñalRESUMEN
In order to direct T cells to specific features of solid cancer cells, we engineered a bispecific antibody format, named Dual Antigen T cell Engager (DATE), by fusing a single-chain variable fragment targeting CD3 to a tumor-targeting antigen-binding fragment. In this format, multiple novel paratopes against different tumor antigens were able to recruit T-cell cytotoxicity to tumor cells in vitro and in an in vivo pancreatic ductal adenocarcinoma xenograft model. Since unique surface antigens in solid tumors are limited, in order to enhance selectivity, we further engineered "double-DATEs" targeting two tumor antigens simultaneously. The double-DATE contains an additional autonomous variable heavy-chain domain, which binds a second tumor antigen without itself eliciting a cytotoxic response. This novel modality provides a strategy to enhance the selectivity of immune redirection through binary targeting of native tumor antigens. The modularity and use of a common, stable human framework for all components enables a pipeline approach to rapidly develop a broad repertoire of tailored DATEs and double-DATEs with favorable biophysical properties and high potencies and selectivities.
Asunto(s)
Anticuerpos Biespecíficos/farmacología , Antígenos de Neoplasias/inmunología , Antineoplásicos/farmacología , Inmunoterapia/métodos , Linfocitos T/inmunología , Animales , Anticuerpos Monoclonales Humanizados/farmacología , Complejo CD3/inmunología , Carcinoma Ductal Pancreático/inmunología , Humanos , Activación de Linfocitos/efectos de los fármacos , Activación de Linfocitos/inmunología , Ratones , Neoplasias Pancreáticas/inmunología , Ensayos Antitumor por Modelo de XenoinjertoRESUMEN
Members of the αv family of integrins regulate activation of transforming growth factor beta (TGFß) and are directly involved in pro-tumorigenic phenotypes. Thus, αv integrins may be therapeutic targets for fibrosis and cancer, yet the isolation of selective inhibitors is currently a challenge. We generated synthetic antibodies selective for αv integrins by phage display selections on cell lines that displayed integrin heterodimers. We identified antibodies that targeted two distinct epitopes on cell-surface αv integrins and partially inhibited cell adhesion mediated by interactions between integrins and the latency-associated peptide, part of the pro-form of TGFß. Using the isolated antibody paratope sequences we engineered a bispecific antibody capable of binding to both epitopes simultaneously; this antibody potently and completely inhibited cell adhesion mediated by integrins αvß1, αvß3 and αvß5. In addition, the bispecific antibody inhibited proliferation and migration of lung carcinoma lines, where the highest and lowest potencies observed correlated with integrin-αv cell surface expression levels. Taken together, our results demonstrate that phage display selections with live cells can yield high quality anti-integrin antibodies, which we used as biparatopic building blocks to construct a bispecific antibody that strongly inhibited integrin function and may be a therapeutic candidate for cancer and fibrosis.
Asunto(s)
Anticuerpos Biespecíficos/farmacología , Antineoplásicos Inmunológicos/farmacología , Epítopos/metabolismo , Integrina alfaV/química , Neoplasias Pulmonares/metabolismo , Células A549 , Animales , Anticuerpos Biespecíficos/química , Antineoplásicos Inmunológicos/química , Células CHO , Adhesión Celular/efectos de los fármacos , Movimiento Celular/efectos de los fármacos , Proliferación Celular/efectos de los fármacos , Cricetulus , Ensayos de Selección de Medicamentos Antitumorales , Humanos , Integrina alfaV/metabolismo , Neoplasias Pulmonares/tratamiento farmacológico , Biblioteca de PéptidosRESUMEN
Superhydrophobic surfaces have been largely achieved through various surface topographies. Both empirical and numerical simulations have been reported to help understand and design superhydrophobic surfaces. Many such successful surfaces have also been achieved using bioinspired and biomimetic designs. Despite this, identifying the right surface texture to meet the requirements of specific applications is not a straightforward task. Here, we report a hybrid approach that includes experimental methods, numerical simulations, and machine learning (ML) algorithms to create design maps for superhydrophobic polymer topographies. Two design objectives to investigate superhydrophobic properties were the maximum water contact angle (WCA) and Laplace pressure. The design parameters were the geometries of an isotropic pillar structure in micrometer and sub-micrometer length scales. The finite element method (FEM) was validated by the experimental data and employed to generate a labeled dataset for ML training. Artificial neural network (ANN) models were then trained on the labeled database for the topographic parameters (width W, height H, and pitch P) with the corresponding WCA and Laplace pressure. The ANN models yielded a series of nonlinear relationships between the topographic design parameters and the WCA and Laplace pressure and substantial differences between the micrometer and sub-micrometer length scales. Design maps that span the topography design parameters provide optimal design or tradeoff parameters. This research demonstrates the potential of ANN as a rapid design tool for surface topography exploration.