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1.
bioRxiv ; 2024 Feb 12.
Article in English | MEDLINE | ID: mdl-38014122

ABSTRACT

By driving monocyte chemotaxis, the chemokine receptor CCR2 shapes inflammatory responses and the formation of tumor microenvironments. This makes it a promising target in inflammation and immuno-oncology; however, despite extensive efforts, there are no FDA-approved CCR2-targeting therapeutics. Cited challenges include the redundancy of the chemokine system, suboptimal properties of compound candidates, and species differences that confound the translation of results from animals to humans. Structure-based drug design can rationalize and accelerate the discovery and optimization of CCR2 antagonists to address these challenges. The prerequisites for such efforts include an atomic-level understanding of the molecular determinants of action of existing antagonists. In this study, using molecular docking and artificial-intelligence-powered compound library screening, we uncover the structural principles of small molecule antagonism and selectivity towards CCR2 and its sister receptor CCR5. CCR2 orthosteric inhibitors are shown to universally occupy an inactive-state-specific tunnel between receptor helices 1 and 7; we also discover an unexpected role for an extra-helical groove accessible through this tunnel, suggesting its potential as a new targetable interface for CCR2 and CCR5 modulation. By contrast, only shape complementarity and limited helix 8 hydrogen bonding govern the binding of various chemotypes of allosteric antagonists. CCR2 residues S1012.63 and V2446.36 are implicated as determinants of CCR2/CCR5 and human/mouse orthosteric and allosteric antagonist selectivity, respectively, and the role of S1012.63 is corroborated through experimental gain-of-function mutagenesis. We establish a critical role of induced fit in antagonist recognition, reveal strong chemotype selectivity of existing structures, and demonstrate the high predictive potential of a new deep-learning-based compound scoring function. Finally, this study expands the available CCR2 structural landscape with computationally generated chemotype-specific models well-suited for structure-based antagonist design.

2.
J Physiol ; 601(17): 3789-3812, 2023 09.
Article in English | MEDLINE | ID: mdl-37528537

ABSTRACT

Cardiac function is tightly regulated by the autonomic nervous system (ANS). Activation of the sympathetic nervous system increases cardiac output by increasing heart rate and stroke volume, while parasympathetic nerve stimulation instantly slows heart rate. Importantly, imbalance in autonomic control of the heart has been implicated in the development of arrhythmias and heart failure. Understanding of the mechanisms and effects of autonomic stimulation is a major challenge because synapses in different regions of the heart result in multiple changes to heart function. For example, nerve synapses on the sinoatrial node (SAN) impact pacemaking, while synapses on contractile cells alter contraction and arrhythmia vulnerability. Here, we present a multiscale neurocardiac modelling and simulator tool that predicts the effect of efferent stimulation of the sympathetic and parasympathetic branches of the ANS on the cardiac SAN and ventricular myocardium. The model includes a layered representation of the ANS and reproduces firing properties measured experimentally. Model parameters are derived from experiments and atomistic simulations. The model is a first prototype of a digital twin that is applied to make predictions across all system scales, from subcellular signalling to pacemaker frequency to tissue level responses. We predict conditions under which autonomic imbalance induces proarrhythmia and can be modified to prevent or inhibit arrhythmia. In summary, the multiscale model constitutes a predictive digital twin framework to test and guide high-throughput prediction of novel neuromodulatory therapy. KEY POINTS: A multi-layered model representation of the autonomic nervous system that includes sympathetic and parasympathetic branches, each with sparse random intralayer connectivity, synaptic dynamics and conductance based integrate-and-fire neurons generates firing patterns in close agreement with experiment. A key feature of the neurocardiac computational model is the connection between the autonomic nervous system and both pacemaker and contractile cells, where modification to pacemaker frequency drives initiation of electrical signals in the contractile cells. We utilized atomic-scale molecular dynamics simulations to predict the association and dissociation rates of noradrenaline with the ß-adrenergic receptor. Multiscale predictions demonstrate how autonomic imbalance may increase proclivity to arrhythmias or be used to terminate arrhythmias. The model serves as a first step towards a digital twin for predicting neuromodulation to prevent or reduce disease.


Subject(s)
Autonomic Nervous System , Heart , Humans , Autonomic Nervous System/physiology , Arrhythmias, Cardiac , Parasympathetic Nervous System , Sympathetic Nervous System , Heart Rate/physiology , Sinoatrial Node
3.
Proc Natl Acad Sci U S A ; 120(10): e2215916120, 2023 03 07.
Article in English | MEDLINE | ID: mdl-36853938

ABSTRACT

G protein-coupled receptors (GPCRs) represent the largest group of membrane receptors for transmembrane signal transduction. Ligand-induced activation of GPCRs triggers G protein activation followed by various signaling cascades. Understanding the structural and energetic determinants of ligand binding to GPCRs and GPCRs to G proteins is crucial to the design of pharmacological treatments targeting specific conformations of these proteins to precisely control their signaling properties. In this study, we focused on interactions of a prototypical GPCR, beta-2 adrenergic receptor (ß2AR), with its endogenous agonist, norepinephrine (NE), and the stimulatory G protein (Gs). Using molecular dynamics (MD) simulations, we demonstrated the stabilization of cationic NE, NE(+), binding to ß2AR by Gs protein recruitment, in line with experimental observations. We also captured the partial dissociation of the ligand from ß2AR and the conformational interconversions of Gs between closed and open conformations in the NE(+)-ß2AR-Gs ternary complex while it is still bound to the receptor. The variation of NE(+) binding poses was found to alter Gs α subunit (Gsα) conformational transitions. Our simulations showed that the interdomain movement and the stacking of Gsα α1 and α5 helices are significant for increasing the distance between the Gsα and ß2AR, which may indicate a partial dissociation of Gsα The distance increase commences when Gsα is predominantly in an open state and can be triggered by the intracellular loop 3 (ICL3) of ß2AR interacting with Gsα, causing conformational changes of the α5 helix. Our results help explain molecular mechanisms of ligand and GPCR-mediated modulation of G protein activation.


Subject(s)
GTP-Binding Protein alpha Subunits, Gs , Receptors, Adrenergic, beta-2 , Ligands , Signal Transduction , Molecular Dynamics Simulation , Norepinephrine
4.
J Orthop Trauma ; 35(12): e475-e480, 2021 Dec 01.
Article in English | MEDLINE | ID: mdl-34797783

ABSTRACT

OBJECTIVES: (1) To evaluate adequacy and reproducibility of the gravity and manual stress imaging in the diagnosis of unstable ankle fractures and (2) to evaluate the diagnostic utility of lateral talar displacement ratio (LTDR) derived in relation to the talar body width on ankle stress imaging. DESIGN: Retrospective cohort study. SETTING: Level 1 Trauma Center. PATIENTS: One hundred seventy consecutive patients who presented with supination-external rotation 2 ankle fractures (OTA/AO 44-B2.1) requiring dynamic stress testing. INTERVENTION: Dynamic stress imaging to determine ankle stability. MAIN OUTCOME MEASURE: Ankle instability and subsequent need for surgical fixation as determined by dynamic stress imaging. RESULTS: No statistical significant difference was found between the adequacy of gravity stress radiographs and manual stress images in regards to surgical decision-making (P = 0.595). Using manual and gravity stress images, receiver operating characteristic curves were generated for medial clear space (MCS) (area under the curve = 0.793, 0.901) and LTDR (0.849, 0.850), corresponding to thresholds of 10.5% and 10.2% for manual and gravity, respectively. Seventy-three of 105 patients (69.5%) with MCS > 5 mm and 62 of 75 patients (82.7%) with LTDR > 10% were offered surgical intervention. Sixty-two of the 77 patients (80.5%) offered surgery had both MCS > 5 mm and LTDR > 10%. CONCLUSION: This study shows that manual stress radiographs are just as effective as gravity stress radiographs in making an assessment of ankle fracture stability as there was no difference in diagnostic value between gravity and manual stress imaging in regards to surgical decision-making. Use of additional radiographic measurements such as the LTDR can provide additional information in determining stability when MCS is within a clinical gray area. LEVEL OF EVIDENCE: Diagnostic Level III. See Instructions for Authors for a complete description of levels of evidence.


Subject(s)
Ankle Fractures , Ankle , Ankle Fractures/diagnostic imaging , Ankle Fractures/surgery , Humans , Reproducibility of Results , Retrospective Studies , Supination
5.
Front Pharmacol ; 12: 680043, 2021.
Article in English | MEDLINE | ID: mdl-34122106

ABSTRACT

Rheumatoid arthritis (RA) is a debilitating autoimmune disease with grave physical, emotional and socioeconomic consequences. Despite advances in targeted biologic and pharmacologic interventions that have recently come to market, many patients with RA continue to have inadequate response to therapies, or intolerable side effects, with resultant progression of their disease. In this review, we detail multiple biomolecular pathways involved in RA disease pathogenesis to elucidate and highlight pathways that have been therapeutic targets in managing this systemic autoimmune disease. Here we present an up-to-date accounting of both emerging and approved pharmacological treatments for RA, detailing their discovery, mechanisms of action, efficacy, and limitations. Finally, we turn to the emerging fields of bioengineering and cell therapy to illuminate possible future targeted therapeutic options that combine material and biological sciences for localized therapeutic action with the potential to greatly reduce side effects seen in systemically applied treatment modalities.

6.
J Mol Cell Cardiol ; 158: 163-177, 2021 09.
Article in English | MEDLINE | ID: mdl-34062207

ABSTRACT

Drug isomers may differ in their proarrhythmia risk. An interesting example is the drug sotalol, an antiarrhythmic drug comprising d- and l- enantiomers that both block the hERG cardiac potassium channel and confer differing degrees of proarrhythmic risk. We developed a multi-scale in silico pipeline focusing on hERG channel - drug interactions and used it to probe and predict the mechanisms of pro-arrhythmia risks of the two enantiomers of sotalol. Molecular dynamics (MD) simulations predicted comparable hERG channel binding affinities for d- and l-sotalol, which were validated with electrophysiology experiments. MD derived thermodynamic and kinetic parameters were used to build multi-scale functional computational models of cardiac electrophysiology at the cell and tissue scales. Functional models were used to predict inactivated state binding affinities to recapitulate electrocardiogram (ECG) QT interval prolongation observed in clinical data. Our study demonstrates how modeling and simulation can be applied to predict drug effects from the atom to the rhythm for dl-sotalol and also increased proarrhythmia proclivity of d- vs. l-sotalol when accounting for stereospecific beta-adrenergic receptor blocking.


Subject(s)
Adrenergic beta-Antagonists/chemistry , Adrenergic beta-Antagonists/metabolism , Anti-Arrhythmia Agents/chemistry , Anti-Arrhythmia Agents/metabolism , Ether-A-Go-Go Potassium Channels/metabolism , Long QT Syndrome/metabolism , Potassium Channel Blockers/chemistry , Potassium Channel Blockers/metabolism , Signal Transduction/drug effects , Sotalol/chemistry , Sotalol/metabolism , Adrenergic beta-Antagonists/pharmacology , Anti-Arrhythmia Agents/pharmacology , Cryoelectron Microscopy/methods , Ether-A-Go-Go Potassium Channels/antagonists & inhibitors , Ether-A-Go-Go Potassium Channels/chemistry , HEK293 Cells , Humans , Molecular Dynamics Simulation , Myocytes, Cardiac/drug effects , Myocytes, Cardiac/metabolism , Potassium Channel Blockers/pharmacology , Protein Binding/drug effects , Sotalol/pharmacology , Stereoisomerism
7.
Circ Res ; 126(8): 947-964, 2020 04 10.
Article in English | MEDLINE | ID: mdl-32091972

ABSTRACT

RATIONALE: Drug-induced proarrhythmia is so tightly associated with prolongation of the QT interval that QT prolongation is an accepted surrogate marker for arrhythmia. But QT interval is too sensitive a marker and not selective, resulting in many useful drugs eliminated in drug discovery. OBJECTIVE: To predict the impact of a drug from the drug chemistry on the cardiac rhythm. METHODS AND RESULTS: In a new linkage, we connected atomistic scale information to protein, cell, and tissue scales by predicting drug-binding affinities and rates from simulation of ion channel and drug structure interactions and then used these values to model drug effects on the hERG channel. Model components were integrated into predictive models at the cell and tissue scales to expose fundamental arrhythmia vulnerability mechanisms and complex interactions underlying emergent behaviors. Human clinical data were used for model framework validation and showed excellent agreement, demonstrating feasibility of a new approach for cardiotoxicity prediction. CONCLUSIONS: We present a multiscale model framework to predict electrotoxicity in the heart from the atom to the rhythm. Novel mechanistic insights emerged at all scales of the system, from the specific nature of proarrhythmic drug interaction with the hERG channel, to the fundamental cellular and tissue-level arrhythmia mechanisms. Applications of machine learning indicate necessary and sufficient parameters that predict arrhythmia vulnerability. We expect that the model framework may be expanded to make an impact in drug discovery, drug safety screening for a variety of compounds and targets, and in a variety of regulatory processes.


Subject(s)
Anti-Arrhythmia Agents/chemistry , Arrhythmias, Cardiac/drug therapy , Cardiotoxins/chemistry , Computer Simulation , Drug Discovery/methods , ERG1 Potassium Channel/chemistry , Anti-Arrhythmia Agents/metabolism , Anti-Arrhythmia Agents/therapeutic use , Arrhythmias, Cardiac/metabolism , Cardiotoxicity/metabolism , Cardiotoxicity/prevention & control , Cardiotoxins/adverse effects , Cardiotoxins/metabolism , Drug Discovery/trends , ERG1 Potassium Channel/metabolism , Female , Humans , Long QT Syndrome/drug therapy , Long QT Syndrome/metabolism , Machine Learning , Male , Moxifloxacin/chemistry , Moxifloxacin/metabolism , Moxifloxacin/therapeutic use , Myocytes, Cardiac/drug effects , Myocytes, Cardiac/physiology , Phenethylamines/chemistry , Phenethylamines/metabolism , Phenethylamines/therapeutic use , Protein Structure, Secondary , Sulfonamides/chemistry , Sulfonamides/metabolism , Sulfonamides/therapeutic use , Topoisomerase II Inhibitors/chemistry , Topoisomerase II Inhibitors/metabolism , Topoisomerase II Inhibitors/therapeutic use
8.
Orthopedics ; 41(2): e277-e282, 2018 Mar 01.
Article in English | MEDLINE | ID: mdl-29451940

ABSTRACT

Staphylococcus aureus is the most common causative organism in pediatric septic arthritis, with methicillin-resistant Staphylococcus aureus (MRSA) being responsible for a significant portion of these infections. Early identification and initiation of proper treatment may improve outcomes by minimizing potential morbidity. The purpose of this study was to identify variables obtained on initial patient presentation associated with MRSA septic arthritis. Sixteen factors were retrospectively evaluated in 109 consecutive pediatric patients diagnosed with culture-confirmed septic arthritis. Graphical and logistical regression analyses were employed to determine factors independently predictive of MRSA septic arthritis. Twenty-seven (25%) patients had MRSA and 82 (75%) had non-MRSA septic arthritis. C-reactive protein of 13.7 mg/L or greater, duration of symptoms of 4 days or more, heart rate of 126 beats per minute or greater, and absolute neutrophil count of 8.72×103 cells/µL or greater were associated with MRSA septic arthritis. Ultimately, 98% of patients with 1 or no risk factors had non-MRSA and 96% of patients with MRSA septic arthritis had 2 or more positive risk factors. Elevated C-reactive protein, duration of symptoms, heart rate, and absolute neutrophil count are predictive of MRSA infection in the setting of pediatric septic arthritis and can be obtained on initial evaluation. In patients for whom there is concern for MRSA infection, this may guide more expedient treatment, such as early initiation of contact precautions and appropriate antibiotic therapy before culture results become available. [Orthopedics. 2018; 41(2):e277-e282.].


Subject(s)
Arthritis, Infectious/diagnosis , Methicillin-Resistant Staphylococcus aureus/isolation & purification , Staphylococcal Infections/diagnosis , Adolescent , Anti-Bacterial Agents/therapeutic use , Arthritis, Infectious/microbiology , Biomarkers/blood , C-Reactive Protein/metabolism , Child , Child, Preschool , Female , Heart Rate/physiology , Humans , Infant , Leukocyte Count , Male , Neutrophils/pathology , Orthopedic Procedures/adverse effects , Retrospective Studies , Risk Assessment , Risk Factors , Staphylococcal Infections/etiology
10.
J Orthop Trauma ; 28(9): e210-5, 2014 Sep.
Article in English | MEDLINE | ID: mdl-24464095

ABSTRACT

OBJECTIVES: There are several metabolic factors known to be important for the maintenance of bone and muscle function. Causes of deficiency are multifactorial and can include such things as geographic region, latitude, and socioeconomic factors. The purpose of this study was to determine the prevalence of metabolic deficiencies. SETTING: Level 1, urban trauma center. DESIGN: Prospective laboratory evaluation. PATIENTS: The subjects included 652 consecutive admits to the orthopaedic surgery service between July 1, 2011, and June 30, 2012. INTERVENTION: Laboratory evaluation. MAIN OUTCOME MEASUREMENTS: Metabolic and endocrine profiles included a serum analysis on all patients. Subject data included age, gender, body mass index, month of admission, and type of injury, and subjects' self-reported race, alcohol, recreational drug, and tobacco use were collected. RESULTS: Six hundred fifty-two subjects with an average age of 41.2 years were evaluated. After data analysis, only 25-hydroxyvitamin D levels were found to be persistently poor across the patient population: 86.2% of subjects were insufficient in 25-hydroxyvitamin D (<30 ng/mL), 53.2% were deficient (<20 ng/mL), and 14.0% had levels <10 ng/mL (severely deficient); 76.7% of the subjects increased skin pigmentation, and the differences in 25-hydroxyvitamin D levels between races were significantly different. African Americans had the highest risk of severe deficiency. 25-Hydroxyvitamin D levels were significantly higher during summer months, with men, and with a lower body mass index, but there were no differences based on age or substance use. Additional laboratory analysis did not reveal significant nutritional deficiency. CONCLUSIONS: The prevalence of hypovitaminosis D is widespread. This may negatively affect outcomes for orthopaedic patients but would be easily correctable. 25-Hydroxyvitamin D serologic analysis should be considered for all orthopaedic trauma patients. LEVEL OF EVIDENCE: Prognostic Level IV. See Instructions for Authors for a complete description of levels of evidence.


Subject(s)
Vitamin D Deficiency/epidemiology , Wounds and Injuries/epidemiology , Adult , Black or African American/statistics & numerical data , Calcium/blood , Comorbidity , Female , Humans , Male , Prevalence , Trauma Centers , Urban Population , Vitamin D Deficiency/blood , Vitamin D Deficiency/ethnology , Wounds and Injuries/blood
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