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1.
Bioorg Med Chem ; 28(9): 115425, 2020 05 01.
Article in English | MEDLINE | ID: mdl-32201192

ABSTRACT

Drug discovery requires the combination of medicinal chemistry and biology. In this article Chris Lipinski, the medicinal chemist, describes the chemical origins at Pfizer of Tolimidone1 the starting point for the repurposed MLR-1023 (Ochman et al., 2012). Andrew Reaume, the biologist, describes his motivation to develop a high quality (i.e. in vivo model) phenotypic screening platform as an ideal drug repositioning platform.


Subject(s)
High-Throughput Screening Assays , Hypoglycemic Agents/pharmacology , Insulin/metabolism , Pyrimidinones/pharmacology , src-Family Kinases/metabolism , Drug Discovery , Drug Repositioning , Humans , Hypoglycemic Agents/chemistry , Phenotype , Pyrimidinones/chemistry
2.
Pharm Res ; 33(1): 194-205, 2016 Jan.
Article in English | MEDLINE | ID: mdl-26311555

ABSTRACT

PURPOSE: We propose a framework with simple proxies to dissect the relative energy contributions responsible for standard drug discovery binding activity. METHODS: We explore a rule of thumb using hydrogen-bond donors, hydrogen-bond acceptors and rotatable bonds as relative proxies for the thermodynamic terms. We apply this methodology to several datasets (e.g., multiple small molecules profiled against kinases, Mycobacterium tuberculosis (Mtb) high throughput screening (HTS) and structure based drug design (SBDD) derived compounds, and FDA approved drugs). RESULTS: We found that Mtb active compounds developed through SBDD methods had statistically significantly larger PEnthalpy values than HTS derived compounds, suggesting these compounds had relatively more hydrogen bond donor and hydrogen bond acceptors compared to rotatable bonds. In recent FDA approved medicines we found that compounds identified via target-based approaches had a more balanced enthalpic relationship between these descriptors compared to compounds identified via phenotypic screens CONCLUSIONS: As it is common to experimentally optimize directly for total binding energy, these computational methods provide alternative calculations and approaches useful for compound optimization alongside other common metrics in available software and databases.


Subject(s)
Drug Discovery/methods , Thermodynamics , Computational Biology , Databases, Factual , Entropy , High-Throughput Screening Assays , Hydrogen Bonding , Mycobacterium tuberculosis/drug effects , Phosphotransferases/chemistry , Receptors, Drug/chemistry , Small Molecule Libraries , Structure-Activity Relationship
3.
Ann Emerg Med ; 67(2): 206-15, 2016 Feb.
Article in English | MEDLINE | ID: mdl-26452721

ABSTRACT

STUDY OBJECTIVE: We compare emergency department (ED) operational metrics obtained in the first year of a rotational patient assignment system (in which patients are assigned to physicians automatically according to an algorithm) with those obtained in the last year of a traditional physician self-assignment system (in which physicians assigned themselves to patients at physician discretion). METHODS: This was a pre-post retrospective study of patients at a single ED with no financial incentives for physician productivity. Metrics of interest were length of stay; arrival-to-provider time; rates of left before being seen, left subsequent to being seen, early returns (within 72 hours), and early returns with admission; and complaint ratio. RESULTS: We analyzed 23,514 visits in the last year of physician self-assignment and 24,112 visits in the first year of rotational patient assignment. Rotational patient assignment was associated with the following improvements (percentage change): median length of stay 232 to 207 minutes (11%), median arrival to provider time 39 to 22 minutes (44%), left before being seen 0.73% to 0.36% (51%), and complaint ratio 9.0/1,000 to 5.4/1,000 (40%). There were no changes in left subsequent to being seen, early returns, or early returns with admission. CONCLUSION: In a single facility, the transition from physician self-assignment to rotational patient assignment was associated with improvement in a broad array of ED operational metrics. Rotational patient assignment may be a useful strategy in ED front-end process redesign.


Subject(s)
Decision Making , Emergency Service, Hospital/organization & administration , Triage/methods , Algorithms , Emergency Service, Hospital/statistics & numerical data , Hospitalization/statistics & numerical data , Humans , Length of Stay/statistics & numerical data , Patient Satisfaction , Process Assessment, Health Care , Retrospective Studies , Time Factors , Treatment Refusal/statistics & numerical data , Waiting Lists , Workload
4.
J Emerg Med ; 50(5): 784-90, 2016 May.
Article in English | MEDLINE | ID: mdl-26826767

ABSTRACT

BACKGROUND: Physician in triage and rotational patient assignment are different front-end processes that are designed to improve patient flow, but there are little or no data comparing them. OBJECTIVE: To compare physician in triage with rotational patient assignment with respect to multiple emergency department (ED) operational metrics. METHODS: Design-Retrospective cohort review. Patients-Patients seen on 23 days on which we utilized a physician in triage with those patients seen on 23 matched days when we utilized rotational patient assignment. RESULTS: There were 1,869 visits during physician in triage and 1,906 visits during rotational patient assignment. In a simple comparison, rotational patient assignment was associated with a lower median length of stay (LOS) than physician in triage (219 min vs. 233 min; difference of 14 min; 95% confidence interval [CI] 5-27 min). In a multivariate linear regression incorporating multiple confounders, there was a nonsignificant reduction in the geometric mean LOS in rotational patient assignment vs. physician in triage (204 min vs. 217 min; reduction of 6.25%; 95% CI -3.6% to 15.2%). There were no significant differences between groups for left before being seen, left subsequent to being seen, early (within 72 h) returns, early returns with admission, or complaint ratio. CONCLUSIONS: In a single-site study, there were no statistically significant differences in important ED operational metrics between a physician in triage model and a rotational patient assignment model after adjusting for confounders.


Subject(s)
Length of Stay/statistics & numerical data , Physician's Role , Process Assessment, Health Care/methods , Triage/methods , Adult , Aged , Aged, 80 and over , Cohort Studies , Emergency Service, Hospital/organization & administration , Female , Humans , Linear Models , Male , Middle Aged , Retrospective Studies , Triage/standards , Triage/statistics & numerical data
5.
J Emerg Med ; 48(5): 620-7, 2015 May.
Article in English | MEDLINE | ID: mdl-25769939

ABSTRACT

BACKGROUND: Although the use of a physician and nurse team at triage has been shown to improve emergency department (ED) throughput, the mechanism(s) by which these improvements occur is less clear. OBJECTIVES: 1) To describe the effect of a Rapid Medical Assessment (RMA) team on ED length of stay (LOS) and rate of left without being seen (LWBS); 2) To estimate the effect of RMA on different groups of patients. METHODS: For Objective 1, we compared LOS and LWBS on dates when we utilized RMA to comparable dates when we did not. For Objective 2, we utilized patient logs to divide patients into groups and estimated the effects of the RMA on each. RESULTS: Objective 1. LOS fell from 297.8 min pre-RMA to 261.7 min during RMA, an improvement of 36.1 (95% confidence interval 21.8-50.4) min; LWBS did not change significantly. Objective 2. Patients seen and dispositioned by the RMA had an estimated decrease in LOS of 117.8 min (estimated decrease in LOS of 45%), but patients seen by the RMA whose care was transitioned to the main ED had an estimated increase in LOS of 25.0 min (estimated increase in LOS of 8%). CONCLUSIONS: On a system level, the addition of an RMA shift at a single facility was associated with an improvement in LOS, but not LWBS. On a mechanistic level, it seems that improvements occurred as a result of the rapid disposition component of the RMA rather than placing advanced orders at triage.


Subject(s)
Emergency Service, Hospital/organization & administration , Length of Stay/statistics & numerical data , Treatment Refusal/statistics & numerical data , Triage/methods , Adult , Aged , Aged, 80 and over , Female , Humans , Male , Middle Aged , Patient Admission/statistics & numerical data , Patient Care Team , Patient Discharge/statistics & numerical data , Process Assessment, Health Care , Retrospective Studies , Time Factors , Triage/organization & administration
6.
J Chem Inf Model ; 54(10): 2996-3004, 2014 Oct 27.
Article in English | MEDLINE | ID: mdl-25244007

ABSTRACT

In a decade with over half a billion dollars of investment, more than 300 chemical probes have been identified to have biological activity through NIH funded screening efforts. We have collected the evaluations of an experienced medicinal chemist on the likely chemistry quality of these probes based on a number of criteria including literature related to the probe and potential chemical reactivity. Over 20% of these probes were found to be undesirable. Analysis of the molecular properties of these compounds scored as desirable suggested higher pKa, molecular weight, heavy atom count, and rotatable bond number. We were particularly interested whether the human evaluation aspect of medicinal chemistry due diligence could be computationally predicted. We used a process of sequential Bayesian model building and iterative testing as we included additional probes. Following external validation of these methods and comparing different machine learning methods, we identified Bayesian models with accuracy comparable to other measures of drug-likeness and filtering rules created to date.


Subject(s)
Artificial Intelligence , Models, Statistical , Molecular Probes/chemistry , Bayes Theorem , Computer Simulation , Humans , Molecular Probes/economics , Molecular Weight , Quality Control , Sensitivity and Specificity
7.
J Pharmacol Exp Ther ; 342(1): 15-22, 2012 Jul.
Article in English | MEDLINE | ID: mdl-22473614

ABSTRACT

2(1H)-pyrimidinone,5-(3-methylphenoxy) (MLR-1023) is a candidate for the treatment of type 2 diabetes. The current studies were aimed at determining the mechanism by which MLR-1023 mediates glycemic control. In these studies, we showed that MLR-1023 reduced blood glucose levels without increasing insulin secretion in vivo. We have further determined that MLR-1023 did not activate peroxisome proliferator-activated α, δ, and γ receptors or glucagon-like peptide-1 receptors or inhibit dipeptidyl peptidase-4 or α-glucosidase enzyme activity. However, in an in vitro broad kinase screen MLR-1023 activated the nonreceptor-linked Src-related tyrosine kinase Lyn. MLR-1023 increased the V(max) of Lyn with an EC(50) of 63 nM. This Lyn kinase activation was ATP binding site independent, indicating that MLR-1023 regulated the kinase through an allosteric mechanism. We have established a link between Lyn activation and blood glucose lowering with studies showing that the glucose-lowering effects of MLR-1023 were abolished in Lyn knockout mice, consistent with existing literature linking Lyn kinase and the insulin-signaling pathway. In summary, these studies describe MLR-1023 as a unique blood glucose-lowering agent and show that MLR-1023-mediated blood glucose lowering depends on Lyn kinase activity. These results, coupled with other results (J Pharmacol Exp Ther 342:23-32, 2012), suggest that MLR-1023 and Lyn kinase activation may be a new treatment modality for type 2 diabetes.


Subject(s)
Blood Glucose/drug effects , Blood Glucose/metabolism , Hypoglycemic Agents/pharmacology , Protein Kinase Inhibitors/pharmacology , Pyrimidinones/pharmacology , src-Family Kinases/antagonists & inhibitors , Adenosine Triphosphate/metabolism , Allosteric Regulation/drug effects , Animals , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/drug therapy , Diabetes Mellitus, Type 2/metabolism , Dipeptidyl Peptidase 4/metabolism , Glucagon-Like Peptide-1 Receptor , Glucose Tolerance Test/methods , Insulin/metabolism , Insulin Secretion , Male , Mice , Mice, Inbred ICR , Mice, Knockout , Peroxisome Proliferator-Activated Receptors/metabolism , Receptors, Glucagon/metabolism , Signal Transduction/drug effects , alpha-Glucosidases/metabolism , src-Family Kinases/metabolism
8.
J Pharmacol Exp Ther ; 342(1): 23-32, 2012 Jul.
Article in English | MEDLINE | ID: mdl-22431203

ABSTRACT

MLR-1023 [Tolimidone; CP-26154; 2(1H)-pyrimidinone, 5-(3-methylphenoxy)] is an allosteric Lyn kinase activator that reduces blood glucose levels in mice subjected to an oral glucose tolerance test (J Pharmacol Exp Ther 342:15-22, 2012). The current studies were designed to define the role of insulin in MLR-1023-mediated blood glucose lowering, to evaluate it in animal models of type 2 diabetes, and to compare it to the activities of selected existing diabetes therapeutics. Results from these studies show that in an acute oral glucose tolerance test MLR-1023 evoked a dose-dependent blood glucose-lowering response that was equivalent in magnitude to that of metformin without eliciting a hypoglycemic response. In streptozotocin-treated, insulin-depleted mice, MLR-1023 administration did not affect blood glucose levels. However, MLR-1023 potentiated the glucose-lowering activity of exogenously administered insulin, showing that MLR-1023-mediated blood glucose lowering was insulin-dependent. In a hyperinsulinemic/euglycemic clamp study, orally administered MLR-1023 increased the glucose infusion rate required to sustain blood glucose levels, demonstrating that MLR-1023 increased insulin receptor sensitivity. In chronically treated db/db mice, MLR-1023 elicited a dose-dependent and durable glucose-lowering effect, reduction in HbA1c levels and preservation of pancreatic ß-cells. The magnitude of effect was equivalent to that seen with rosiglitazone but with a faster onset of action and without causing weight gain. These studies show that MLR-1023 is an insulin receptor-potentiating agent that produces a rapid-onset and durable blood glucose-lowering activity in diabetic animals.


Subject(s)
Diabetes Mellitus, Experimental/drug therapy , Diabetes Mellitus, Type 2/drug therapy , Hypoglycemic Agents/pharmacology , Pyrimidinones/pharmacology , Receptor, Insulin/metabolism , src-Family Kinases/metabolism , Animals , Blood Glucose/drug effects , Blood Glucose/metabolism , Diabetes Mellitus, Experimental/blood , Diabetes Mellitus, Experimental/metabolism , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/metabolism , Glucose Tolerance Test/methods , Homeostasis/drug effects , Insulin/metabolism , Insulin-Secreting Cells/drug effects , Insulin-Secreting Cells/metabolism , Male , Mice , Mice, Inbred ICR , Rats
9.
Front Pharmacol ; 13: 917968, 2022.
Article in English | MEDLINE | ID: mdl-36003497

ABSTRACT

A target-based drug discovery strategy has led to a bias away from low molecular weight (MWT) drug discovery. Analysis of the ACS chemistry registration system shows that most low MWT drugs were first made in the time era before target-based drug discovery. Therapeutic activity among most low MWT drugs was identified in the era of phenotypic drug discovery when drugs were selected based on their phenotypic effects and before in vitro screening, mechanism of action considerations and experiences with fragment screening became known. The common perception that drugs cannot be found among low MWT compounds is incorrect based on both drug discovery history and our own experience with MLR-1023. The greater proportion of low MWT compounds that are commercially available compared to higher MWT compounds is a factor that should facilitate biology study. We posit that low MWT compounds are more suited to identification of new therapeutic activity using phenotypic screens provided that the phenotypic screening method has enough screening capacity. On-target and off-target therapeutic activities are discussed from both a chemistry and biology perspective because of a concern that either phenotypic or low MWT drug discovery might bias towards promiscuous compounds that combine on-target and off-target effects. Among ideal drug repositioning candidates (late-stage pre-clinical or clinically-experience compounds), pleiotropic activity (multiple therapeutic actions) is far more likely due to on-target effects arising where a single target mediates multiple therapeutic benefits, a desirable outcome for drug development purposes compared to the off-target alternative. Our exemplar of a low MWT compound, MLR-1023, discovered by phenotypic screening and subsequently found to have a single mechanism of action would have been overlooked based on current era medicinal chemistry precedent. The diverse therapeutic activities described for this compound by us, and others arise from the same pleiotropic lyn kinase activation molecular target. MLR-1023 serves as a proof-of-principle that potent, on target, low MWT drugs can be discovered by phenotypic screening.

10.
Nat Chem Biol ; 5(7): 441-7, 2009 Jul.
Article in English | MEDLINE | ID: mdl-19536101

ABSTRACT

Between 2004 and 2008, the US National Institutes of Health Molecular Libraries and Imaging initiative pilot phase funded 10 high-throughput screening centers, resulting in the deposition of 691 assays into PubChem and the nomination of 64 chemical probes. We crowdsourced the Molecular Libraries and Imaging initiative output to 11 experts, who expressed medium or high levels of confidence in 48 of these 64 probes.


Subject(s)
Drug Discovery/methods , Molecular Probe Techniques/trends , Molecular Probes/chemistry , Small Molecule Libraries/chemistry , Databases, Factual , Decision Making , Drug Discovery/economics , Drug Discovery/organization & administration , Drug Discovery/standards , Molecular Probe Techniques/standards , National Institutes of Health (U.S.) , United States
11.
Anticancer Drugs ; 21(5): 532-42, 2010 Jun.
Article in English | MEDLINE | ID: mdl-20216307

ABSTRACT

Despite widespread use of anti-CD20 antibodies as therapeutic agents for oncologic and autoimmune indications, precise descriptions of killing mechanisms remain incomplete. Complement-dependent cytolysis and antibody-dependent cell-mediated cytotoxicity are indicated as modes of target cell depletion; however, the importance of apoptosis induction is controversial. Studies showing that the therapeutic anti-CD20 antibody rituximab (Rituxan) mediates apoptosis of tumor cell targets in vitro after cross-linking by anti-Fc reagents suggest that enhancement strategies applied to Fc-independent activities for anti-CD20 antibodies could improve therapeutic efficacy. An anti-CD20 antibody designated DXL625, with autophilic properties such as increased binding avidity, is shown here to independently induce caspase-mediated apoptosis of an established B-cell lymphoma line in vitro. Depletion of membrane cholesterol or chelation of extracellular calcium abrogated the pro-apoptotic activity of DXL625, indicating that intact lipid rafts and calcium are required for this activity. The Fc-mediated complement-dependent and antibody-dependent cellular killing mechanisms are maintained by DXL625 despite conjugation of the parental Rituxan antibody to the autophilic DXL peptide sequence. This study shows a strategy for improving anti-CD20 immunotherapy by endowing therapeutic antibodies with self-interacting properties.


Subject(s)
Antibodies, Monoclonal/pharmacology , Antineoplastic Agents/pharmacology , Apoptosis/drug effects , Membrane Microdomains/drug effects , Antibodies, Monoclonal, Murine-Derived , Antigens, CD20/immunology , Calcium/metabolism , Cell Line, Tumor , Cell Proliferation/drug effects , Humans , Rituximab
12.
Ann Emerg Med ; 56(4): 374-7, 2010 Oct.
Article in English | MEDLINE | ID: mdl-20303620

ABSTRACT

Olfactory and gustatory hallucinations are not often encountered in the acute care setting but may represent the subtle presenting features of a significant underlying disease process. We describe a patient whose most striking presenting symptoms were of olfactory and gustatory hallucinations and in whom the diagnosis and treatment of a new brain tumor and partial status epilepticus occurred entirely in the emergency department. The lesion was subsequently identified as glioblastoma multiforme involving the hippocampus and amygdala.


Subject(s)
Brain Neoplasms/complications , Glioblastoma/complications , Hallucinations/etiology , Status Epilepticus/etiology , Amygdala/pathology , Brain Neoplasms/diagnosis , Brain Neoplasms/pathology , Glioblastoma/diagnosis , Glioblastoma/pathology , Hippocampus/pathology , Humans , Male , Middle Aged , Tomography, X-Ray Computed
13.
Bioorg Med Chem Lett ; 18(7): 2256-62, 2008 Apr 01.
Article in English | MEDLINE | ID: mdl-18358721

ABSTRACT

Nitroimidazoles such as PA-824 and OPC-67683 are currently in clinical development as members of a promising new class of therapeutics for tuberculosis. While the antitubercular activity of these compounds is high, they both suffer from poor water solubility thus complicating development. We determined the single crystal X-ray structure of PA-824 and found a close packing of the nitroimidazoles facilitated by a pseudoaxial conformation of the p-trifluoromethoxybenzyl ether. To attempt to disrupt this tight packing by destabilizing the axial preference of this side chain, we prepared the two diastereomers of the 7-methyl-nitroimidazo-oxazine. Determination of the crystal structure of the 7-(S)-methyl derivative (5, cis) revealed that the benzylic side chain remained pseudoaxial while the 7-(R)-methyl derivative (6, trans) adopted the desired pseudoequatorial conformation. Both derivatives displayed similar activities against Mycobacterium tuberculosis, but neither showed improved aqueous solubility, suggesting that inherent lattice stability is not likely to be a major factor in limiting solubility. Conformational analysis revealed that all three compounds have similar energetically accessible conformations in solution. Additionally, these results suggest that the nitroreductase that initially recognizes PA-824 is somewhat insensitive to substitutions at the 7-position.


Subject(s)
Antitubercular Agents/pharmacology , Mycobacterium tuberculosis/drug effects , Nitroimidazoles/pharmacology , Oxazines/pharmacology , Antitubercular Agents/chemical synthesis , Crystallography, X-Ray , Drug Resistance, Bacterial , Mycobacterium tuberculosis/metabolism , Nitroimidazoles/chemical synthesis , Oxazines/chemical synthesis , Oxazoles/pharmacology , Stereoisomerism , Structure-Activity Relationship
14.
West J Emerg Med ; 19(5): 827-833, 2018 Sep.
Article in English | MEDLINE | ID: mdl-30202495

ABSTRACT

INTRODUCTION: Patients with malignancy represent a particular challenge for the emergency department (ED) given their higher acuity, longer ED length of stay, and higher admission rate. It is unknown if patients with malignancies and hyperlactatemia are at increased risk of mortality. If serum lactic acid could improve detection of at-risk patients with cancer, it would be useful in risk stratification. There is also little evidence that "alarm" values of serum lactate (such as >/=4 mmol/L) are appropriate for the population of patients with cancer. METHODS: This was a continuous retrospective cohort study of approximately two years (2012-2014) at a single, tertiary hospital ED; 5,440 patients had serum lactic acid measurements performed in the ED. Of the 5,440 patients in whom lactate was drawn, 1,837 were cancer patients, and 3,603 were non-cancer patients. Cumulative unadjusted mortality (determined by hospital records and an external death tracking system) was recorded at one day, three days, seven days, and 30 days. We used logistic regression to examine the risk of mortality 30 days after the ED visit after adjusting for confounders. RESULTS: In an unadjusted analysis, we found no statistically significant difference in the mortality of cancer vs. non-cancer patients at one day and three days. Significant differences in mortality were found at seven days (at lactate levels of <2 and 4+) and at 30 days (at all lactate levels) based on cancer status. After adjusting for age, gender, and acuity level, 30-day mortality rates were significantly higher at all levels of lactic acid (<2, 2-4, 4+) for patients with malignancy. CONCLUSION: When compared with non-cancer patients, cancer patients with elevated ED lactic acid levels had an increased risk of mortality at virtually all levels and time intervals we measured, although these differences only reached statistical significance in later time intervals (Day 7 and Day 30). Our results suggest that previous work in which lactate "cutoffs" are used to risk-stratify patients with respect to outcomes may be insufficiently sensitive for patients with cancer. Relatively low serum lactate levels may serve as a marker for serious illness in oncologic patients who present to the ED.


Subject(s)
Emergency Service, Hospital , Lactic Acid/blood , Neoplasms/mortality , Aged , Female , Hospital Mortality , Humans , Male , Middle Aged , Retrospective Studies , Time Factors
15.
Curr Opin Chem Biol ; 10(4): 380-3, 2006 Aug.
Article in English | MEDLINE | ID: mdl-16829159

ABSTRACT

Intellectual property considerations decrease research productivity in subtle and unanticipated ways. Chemical probe exchange between Pharma and academia is hindered by academic IP interests. These are perceived as a subtle nuisance by the academic researcher. Novel ligands for oral targets are historically few and numbers of economically attractive oral drug targets are limited. Economically speculative targets lie in the academic domain but the medicinal chemistry to explore these in a drug discovery sense lies in Pharma and cooperation between the two is hindered by very different academic and Pharma views on chemical quality. Tools and probes for academic target validation can accommodate looser chemical quality criteria as opposed to the very strict chemical quality criteria required in Pharma drug discovery.


Subject(s)
Academies and Institutes , Drug Design , Drug Evaluation, Preclinical/economics , Drug Industry , Intellectual Property
16.
Int J Parasitol Drugs Drug Resist ; 7(2): 248-249, 2017 08.
Article in English | MEDLINE | ID: mdl-28623818

ABSTRACT

The "rule of 5" has become a mainstay of decision-making in the pharmaceutical industry as well as in nonindustrial (academic and institutional) drug development. However the authors of the original paper never intended for "double cutoffs" to preclude development of new drug leads for parasitic diseases.


Subject(s)
Antiparasitic Agents/isolation & purification , Drug Discovery/methods , Pharmaceutical Preparations/chemistry , Drug Design
17.
Adv Drug Deliv Rev ; 101: 34-41, 2016 06 01.
Article in English | MEDLINE | ID: mdl-27154268

ABSTRACT

The rule of five (Ro5), based on physicochemical profiles of phase II drugs, is consistent with structural limitations in protein targets and the drug target ligands. Three of four parameters in Ro5 are fundamental to the structure of both target and drug binding sites. The chemical structure of the drug ligand depends on the ligand chemistry and design philosophy. Two extremes of chemical structure and design philosophy exist; ligands constructed in the medicinal chemistry synthesis laboratory without input from natural selection and natural product (NP) metabolites biosynthesized based on evolutionary selection. Exceptions to Ro5 are found mostly among NPs. Chemistry chameleon-like behavior of some NPs due to intra-molecular hydrogen bonding as exemplified by cyclosporine A is a strong contributor to NP Ro5 outliers. The fragment derived, drug Navitoclax is an example of the extensive expertise, resources, time and key decisions required for the rare discovery of a non-NP Ro5 outlier.


Subject(s)
Drug Discovery , Ligands , Pharmaceutical Preparations/chemistry , Aniline Compounds/chemistry , Biological Products/chemistry , Cyclosporine/chemistry , Humans , Hydrogen Bonding , Sulfonamides/chemistry
18.
J Cheminform ; 8: 29, 2016.
Article in English | MEDLINE | ID: mdl-27239230

ABSTRACT

BACKGROUND: Bioassay data analysis continues to be an essential, routine, yet challenging task in modern drug discovery and chemical biology research. The challenge is to infer reliable knowledge from big and noisy data. Some aspects of this problem are general with solutions informed by existing and emerging data science best practices. Some aspects are domain specific, and rely on expertise in bioassay methodology and chemical biology. Testing compounds for biological activity requires complex and innovative methodology, producing results varying widely in accuracy, precision, and information content. Hit selection criteria involve optimizing such that the overall probability of success in a project is maximized, and resource-wasteful "false trails" are avoided. This "fail-early" approach is embraced both in pharmaceutical and academic drug discovery, since follow-up capacity is resource-limited. Thus, early identification of likely promiscuous compounds has practical value. RESULTS: Here we describe an algorithm for identifying likely promiscuous compounds via associated scaffolds which combines general and domain-specific features to assist and accelerate drug discovery informatics, called Badapple: bioassay-data associative promiscuity pattern learning engine. Results are described from an analysis using data from MLP assays via the BioAssay Research Database (BARD) http://bard.nih.gov. Specific examples are analyzed in the context of medicinal chemistry, to illustrate associations with mechanisms of promiscuity. Badapple has been developed at UNM, released and deployed for public use two ways: (1) BARD plugin, integrated into the public BARD REST API and BARD web client; and (2) public web app hosted at UNM. CONCLUSIONS: Badapple is a method for rapidly identifying likely promiscuous compounds via associated scaffolds. Badapple generates a score associated with a pragmatic, empirical definition of promiscuity, with the overall goal to identify "false trails" and streamline workflows. Unlike methods reliant on expert curation of chemical substructure patterns, Badapple is fully evidence-driven, automated, self-improving via integration of additional data, and focused on scaffolds. Badapple is robust with respect to noise and errors, and skeptical of scanty evidence.

19.
Neoplasia ; 7(5): 435-45, 2005 May.
Article in English | MEDLINE | ID: mdl-15967096

ABSTRACT

Glioblastoma multiforme is extraordinarily aggressive due to the propensity of cells to migrate away from the tumor core into the surrounding normal brain. In this report, we investigated the role of proline-rich tyrosine kinase 2 (Pyk2) and FAK with regard to influencing glioma cell phenotypes. Expression of Pyk2 stimulated glioma cell migration, whereas expression of FAK inhibited glioma cell migration and stimulated cell cycle progression. Pyk2 autophosphorylation was necessary, but not sufficient, to stimulate cellular migration. The N-terminal domain of Pyk2 is required for stimulation of migration as an N-terminally deleted variant of Pyk2 failed to stimulate migration, whereas expression of an autonomous Pyk2 N-terminal domain inhibited cell migration. Substitution of the C-terminal domain of Pyk2 with the corresponding domain of FAK stimulated cell migration as effectively as wild-type Pyk2; however, substitution of the N-terminal domain of Pyk2 with that of FAK inhibited cell migration, substantiating that the N-terminal domain of Pyk2 was required to stimulate migration. Silencing of Pyk2 expression by RNA interference significantly inhibited glioma migration. Cell migration was restored on re-expression of Pyk2, but expression of FAK in Pyk2 knockdown cells failed to restore migration. We conclude that Pyk2 plays a central role in the migratory behavior of glioblastomas.


Subject(s)
Glioma/pathology , Protein-Tyrosine Kinases/metabolism , Protein-Tyrosine Kinases/physiology , Animals , Brain/metabolism , Brain/pathology , Cell Cycle , Cell Line, Tumor , Cell Movement , Cell Proliferation , Dose-Response Relationship, Drug , Epitopes/chemistry , Focal Adhesion Kinase 1 , Focal Adhesion Kinase 2 , Focal Adhesion Protein-Tyrosine Kinases , Gene Deletion , Gene Silencing , Glioblastoma/metabolism , Glioblastoma/pathology , Glioma/metabolism , Green Fluorescent Proteins/metabolism , Humans , Immunoblotting , Neoplasm Invasiveness , Phenotype , Phosphorylation , Protein Structure, Tertiary , RNA Interference , RNA, Small Interfering/metabolism , Rats , Retroviridae/genetics , Signal Transduction , Time Factors
20.
Mol Cancer Res ; 1(5): 323-32, 2003 Mar.
Article in English | MEDLINE | ID: mdl-12651906

ABSTRACT

The propensity of malignant gliomas to invade surrounding brain tissue contributes to poor clinical outcome. Integrin-mediated adhesion to extracellular matrix regulates the migration and proliferation of many cell types, but its role in glioma progression is undefined. We investigated the role of the cytoplasmic tyrosine kinases FAK and Pyk2, potential integrin effectors, in the phenotypic determination of four different human glioblastoma cell lines. While FAK expression was similar between the four cell lines, increased FAK activity correlated with high proliferation and low migratory rates. In contrast, Pyk2 activity was significantly increased in migratory cell lines and depressed in proliferative cell lines. Overexpression of Pyk2 stimulated migration, whereas FAK overexpression inhibited cell migration and stimulated cellular proliferation. These data suggest that FAK and Pyk2 function as important signaling effectors in gliomas and indicate that their differential regulation may be determining factors in the temporal development of proliferative or migrational phenotypes.


Subject(s)
Brain Neoplasms , Glioblastoma , Protein-Tyrosine Kinases/genetics , Cell Division/physiology , Cell Movement/physiology , Focal Adhesion Kinase 1 , Focal Adhesion Kinase 2 , Focal Adhesion Protein-Tyrosine Kinases , Gene Expression Regulation, Enzymologic , Gene Expression Regulation, Neoplastic , Humans , Phenotype , Phosphorylation , Protein-Tyrosine Kinases/metabolism , Tumor Cells, Cultured
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