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1.
Pharmaceuticals (Basel) ; 15(4)2022 Apr 01.
Article in English | MEDLINE | ID: mdl-35455435

ABSTRACT

Gossypol, a sesquiterpenoid found in cotton seeds, exerts anticancer effects on several tumor entities due to inhibition of DNA synthesis and other mechanisms. In clinical oncology, histone deacetylase inhibitors (HDACi) are applied as anticancer compounds. In this study, we examined whether gossypol harbors HDAC inhibiting activity. In vitro analyses showed that gossypol inhibited class I, II, and IV HDAC, displaying the capability to laterally interact with the respective catalytic center and is, therefore, classified as a pan-HDAC inhibitor. Next, we studied the effects of gossypol on human-derived hepatoma (HepG2) and colon carcinoma (HCT-116) cell lines and found that gossypol induced hyperacetylation of histone protein H3 and/or tubulin within 6 h. Furthermore, incubation with different concentrations of gossypol (5-50 µM) over a time period of 96 h led to a prominent reduction in cellular viability and proliferation of hepatoma (HepG2, Hep3B) and colon carcinoma (HCT-116, HT-29) cells. In-depth analysis of underlying mechanisms showed that gossypol induced apoptosis via caspase activation. For pre-clinical evaluation, toxicity analyses showed toxic effects of gossypol in vitro toward non-malignant primary hepatocytes (PHH), the colon-derived fibroblast cell line CCD-18Co, and the intestinal epithelial cell line CCD 841 CoN at concentrations of ≥5 µM, and embryotoxicity in chicken embryos at ≥2.5 µM. In conclusion, the pronounced inhibitory capacity of gossypol on cancer cells was characterized, and pan-HDACi activity was detected in silico, in vitro, by inhibiting individual HDAC isoenzymes, and on protein level by determining histone acetylation. However, for clinical application, further chemical optimization is required to decrease cellular toxicity.

2.
Cell Physiol Biochem ; 51(2): 543-556, 2018.
Article in English | MEDLINE | ID: mdl-30458450

ABSTRACT

BACKGROUND/AIMS: Prenylnaringenins are natural prenylflavonoids with anticancer properties. However, the underlying mechanisms have not been elucidated yet. Here we report a novel mode of action of 6- and 8-prenylnaringenin (PN) on human melanoma cells: Inhibition of cellular histone deacetylases (HDACs). METHODS: We performed in silico and in vitro analyses using 6-PN or 8-PN to study a possible interaction of 6-PN or 8-PN with HDAC as well as Western blot and FACS analyses, real-time cell proliferation and cell viability assays to assess the impact of 6-PN and 8-PN on human metastatic melanoma cells. RESULTS: In silico, 6-PN and 8-PN fit into the binding pocket of HDAC2, 4, 7 and 8, binding to the zinc ion of their catalytic center that is essential for enzymatic activity. In vitro, 100 µmol/L of 6-PN or 8-PN inhibited all 11 conserved human HDAC of class I, II and IV. In clinical oncology HDAC inhibitors are currently investigated as new anticancer compounds. In line, treatment of SK-MEL-28 cells with 6-PN or 8-PN induced a hyperacetylation of histone complex H3 within 2 h. Further, 6-PN or 8-PN mediated a prominent, dose-dependent reduction of cellular proliferation and viability of SK-MEL-28 and BLM melanoma cells. This effect was apoptosis-independent and accompanied by down-regulation of mTOR-specific pS6 protein via pERK/pP90 in SK-MEL-28 cells. CONCLUSION: The identification of a broad inhibitory capacity of 6-PN and 8-PN for HDAC enzymes with antiproliferative effects on melanoma cells opens the perspective for clinical application as novel anti-melanoma drugs and the usage as innovative lead structures for chemical modification to enhance pharmacology or inhibitory activities.


Subject(s)
Apoptosis/drug effects , Flavanones/pharmacology , Flavonoids/pharmacology , Histone Deacetylase Inhibitors/pharmacology , Humulus/chemistry , Acetylation/drug effects , Binding Sites , Catalytic Domain , Cell Line, Tumor , Cell Proliferation/drug effects , Down-Regulation/drug effects , Extracellular Signal-Regulated MAP Kinases/metabolism , Flavanones/chemistry , Flavanones/isolation & purification , Flavonoids/chemistry , Flavonoids/isolation & purification , Histone Deacetylase Inhibitors/chemistry , Histone Deacetylase Inhibitors/isolation & purification , Histone Deacetylases/chemistry , Histone Deacetylases/metabolism , Histones/metabolism , Humans , Humulus/metabolism , Melanoma/metabolism , Melanoma/pathology , Molecular Docking Simulation , Protein Isoforms/antagonists & inhibitors , Protein Isoforms/metabolism , Ribosomal Protein S6 Kinases/genetics , Ribosomal Protein S6 Kinases/metabolism , TOR Serine-Threonine Kinases/metabolism
3.
Plant Cell ; 27(11): 3175-89, 2015 Nov.
Article in English | MEDLINE | ID: mdl-26530086

ABSTRACT

To secure their access to water, light, and nutrients, many plant species have developed allelopathic strategies to suppress competitors. To this end, they release into the rhizosphere phytotoxic substances that inhibit the germination and growth of neighbors. Despite the importance of allelopathy in shaping natural plant communities and for agricultural production, the underlying molecular mechanisms are largely unknown. Here, we report that allelochemicals derived from the common class of cyclic hydroxamic acid root exudates directly affect the chromatin-modifying machinery in Arabidopsis thaliana. These allelochemicals inhibit histone deacetylases both in vitro and in vivo and exert their activity through locus-specific alterations of histone acetylation and associated gene expression. Our multilevel analysis collectively shows how plant-plant interactions interfere with a fundamental cellular process, histone acetylation, by targeting an evolutionarily highly conserved class of enzymes.


Subject(s)
Arabidopsis/growth & development , Histone Deacetylase Inhibitors/pharmacology , Histone Deacetylases/metabolism , Acetylation/drug effects , Arabidopsis/drug effects , Arabidopsis/enzymology , Arabidopsis/genetics , Gene Expression Regulation, Plant/drug effects , Genetic Loci , Herbicides/pharmacology , Histone Deacetylase Inhibitors/chemistry , Histones/metabolism , Models, Biological , Oxazines/chemistry , Oxazines/pharmacology , Pheromones/pharmacology , Stress, Physiological/drug effects , Stress, Physiological/genetics
4.
J Neurosci ; 35(7): 2927-41, 2015 Feb 18.
Article in English | MEDLINE | ID: mdl-25698732

ABSTRACT

Axon degeneration is a programed process that takes place during development, in response to neuronal injury, and as a component of neurodegenerative disease pathology, yet the molecular mechanisms that drive this process remain poorly defined. In this study, we have developed a semi-automated, 384-well format axon degeneration assay in rat dorsal root ganglion (DRG) neurons using a trophic factor withdrawal paradigm. Using this setup, we have screened a library of known drugs and bioactives to identify several previously unappreciated regulators of axon degeneration, including lipoxygenases. Multiple structurally distinct lipoxygenase inhibitors as well as mouse DRG neurons lacking expression of 12/15-lipoxygenase display protection of axons in this context. Retinal ganglion cell axons from 12/15-lipoxygenase-null mice were similarly protected from degeneration following nerve crush injury. Through additional mechanistic studies, we demonstrate that lipoxygenases act cell autonomously within neurons to regulate degeneration, and are required for mitochondrial permeabilization and caspase activation in the axon. These findings suggest that these enzymes may represent an attractive target for treatment of neuropathies and provide a potential mechanism for the neuroprotection observed in various settings following lipoxygenase inhibitor treatment.


Subject(s)
Arachidonate 12-Lipoxygenase/metabolism , Arachidonate 15-Lipoxygenase/metabolism , Axons/pathology , Nerve Degeneration/enzymology , Algorithms , Animals , Arachidonate 12-Lipoxygenase/genetics , Arachidonate 15-Lipoxygenase/genetics , Axons/metabolism , Cells, Cultured , Coculture Techniques , Disease Models, Animal , Dose-Response Relationship, Drug , Embryo, Mammalian , Enzyme Inhibitors/pharmacology , Female , Ganglia, Spinal/cytology , Gene Library , Male , Mice , Mice, Transgenic , Mitochondria/drug effects , Mitochondria/metabolism , Nerve Degeneration/diagnosis , Nerve Degeneration/drug therapy , Nerve Degeneration/etiology , Neuroglia/cytology , Neuroglia/drug effects , Neuroglia/metabolism , Neurons/cytology , Neurons/drug effects , Neurons/metabolism , Optic Nerve Diseases/complications , Rats , Rats, Wistar , Signal Transduction/drug effects , Signal Transduction/genetics
5.
Front Oncol ; 4: 227, 2014.
Article in English | MEDLINE | ID: mdl-25202679

ABSTRACT

In recent years, increasing evidence has emerged demonstrating that high-dose ascorbate bears cytotoxic effects on cancer cells in vitro and in vivo, making ascorbate a pro-oxidative drug that catalyzes hydrogen peroxide production in tissues instead of acting as a radical scavenger. This anticancer effect of ascorbate is hypoxia-inducible factor-1α- and O2-dependent. However, whether the intracellular mechanisms governing this effect are modulated by epigenetic phenomena remains unknown. We treated human melanoma cells with physiological (200 µM) or pharmacological (8 mM) ascorbate for 1 h to record the impact on DNA methyltransferase (DNMT)-activity, histone deacetylases (HDACs), and microRNA (miRNA) expression after 12 h. The results were analyzed with the MIRUMIR online tool that estimates the power of miRNA to serve as potential biomarkers to predict survival of cancer patients. FACS cell-cycle analyses showed that 8 mM ascorbate shifted BLM melanoma cells toward the sub-G1 fraction starting at 12 h after an initial primary G2/M arrest, indicative for secondary apoptosis induction. In pharmacological doses, ascorbate inhibited the DNMT activity in nuclear extracts of MeWo and BLM melanoma cells, but did not inhibit human HDAC enzymes of classes I, II, and IV. The expression of 151 miRNAs was altered 12 h after ascorbate treatment of BLM cells in physiological or pharmacological doses. Pharmacological doses up-regulated 32 miRNAs (≥4-fold) mainly involved in tumor suppression and drug resistance in our preliminary miRNA screening array. The most prominently up-regulated miRNAs correlated with a significantly increased overall survival of breast cancer or nasopharyngeal carcinoma patients of the MIRUMIR database with high expression of the respective miRNA. Our results suggest a possible epigenetic signature of pharmacological doses of ascorbate in human melanoma cells and support further pre-clinical and possibly even clinical evaluation of ascorbate for melanoma therapy.

6.
PLoS One ; 8(8): e73097, 2013.
Article in English | MEDLINE | ID: mdl-24023672

ABSTRACT

The polyphenolic alcohol resveratrol has demonstrated promising activities for the prevention and treatment of cancer. Different modes of action have been described for resveratrol including the activation of sirtuins, which represent the class III histone deacetylases (HDACs). However, little is known about the activity of resveratrol on the classical HDACs of class I, II and IV, although these classes are involved in cancer development or progression and inhibitors of HDACs (HDACi) are currently under investigation as promising novel anticancer drugs. We could show by in silico docking studies that resveratrol has the chemical structure to inhibit the activity of different human HDAC enzymes. In vitro analyses of overall HDAC inhibition and a detailed HDAC profiling showed that resveratrol inhibited all eleven human HDACs of class I, II and IV in a dose-dependent manner. Transferring this molecular mechanism into cancer therapy strategies, resveratrol treatment was analyzed on solid tumor cell lines. Despite the fact that hepatocellular carcinoma (HCC) is known to be particularly resistant against conventional chemotherapeutics, treatment of HCC with established HDACi already has shown promising results. Testing of resveratrol on hepatoma cell lines HepG2, Hep3B and HuH7 revealed a dose-dependent antiproliferative effect on all cell lines. Interestingly, only for HepG2 cells a specific inhibition of HDACs and in turn a histone hyperacetylation caused by resveratrol was detected. Additional testing of human blood samples demonstrated a HDACi activity by resveratrol ex vivo. Concluding toxicity studies showed that primary human hepatocytes tolerated resveratrol, whereas in vivo chicken embryotoxicity assays demonstrated severe toxicity at high concentrations. Taken together, this novel pan-HDACi activity opens up a new perspective of resveratrol for cancer therapy alone or in combination with other chemotherapeutics. Moreover, resveratrol may serve as a lead structure for chemical optimization of bioavailability, pharmacology or HDAC inhibition.


Subject(s)
Hepatoblastoma/enzymology , Histone Deacetylase Inhibitors/pharmacology , Histone Deacetylases/metabolism , Histones/metabolism , Liver Neoplasms/enzymology , Stilbenes/pharmacology , Acetylation/drug effects , Animals , Cell Death/drug effects , Cell Line, Tumor , Cell Proliferation/drug effects , Cell Survival/drug effects , Chick Embryo , Computer Simulation , Hepatoblastoma/metabolism , Hepatoblastoma/pathology , Humans , Liver Neoplasms/metabolism , Liver Neoplasms/pathology , Molecular Docking Simulation , Resveratrol , Stilbenes/blood , Stilbenes/chemistry , Stilbenes/toxicity
7.
J Nutr Biochem ; 24(6): 977-85, 2013 Jun.
Article in English | MEDLINE | ID: mdl-23159065

ABSTRACT

Kaempferol is a natural polyphenol belonging to the group of flavonoids. Different biological functions like inhibition of oxidative stress in plants or animal cells and apoptosis induction have been directly associated with kaempferol. The underlying mechanisms are only partially understood. Here we report for the first time that kaempferol has a distinct epigenetic activity by inhibition of histone deacetylases (HDACs). In silico docking analysis revealed that it fits into the binding pocket of HDAC2, 4, 7 or 8 and thereby binds to the zinc ion of the catalytic center. Further in vitro profiling of all conserved human HDACs of class I, II and IV showed that kaempferol inhibited all tested HDACs. In clinical oncology, HDAC inhibitors are currently under investigation as new anticancer compounds. Therefore, we studied the effect of kaempferol on human-derived hepatoma cell lines HepG2 and Hep3B as well as on HCT-116 colon cancer cells and found that it induces hyperacetylation of histone complex H3. Furthermore, kaempferol mediated a prominent reduction of cell viability and proliferation rate. Interestingly, toxicity assays revealed signs of relevant cellular toxicity in primary human hepatocytes only starting at 50 µM as well as in an in vivo chicken embryotoxicity assay at 200 µM. In conclusion, the identification of a novel broad inhibitory capacity of the natural compound kaempferol for human-derived HDAC enzymes opens up the perspective for clinical application in both tumor prevention and therapy. Moreover, kaempferol may serve as a novel lead structure for chemical optimization of pharmacokinetics, pharmacology or inhibitory activities.


Subject(s)
Antineoplastic Agents/pharmacology , Histone Deacetylase Inhibitors/pharmacology , Histone Deacetylases/metabolism , Kaempferols/pharmacology , Acetylation , Animals , Antineoplastic Agents/chemistry , Cell Line, Tumor , Cell Proliferation , Cell Survival , Chick Embryo , Computer Simulation , Histone Deacetylases/chemistry , Humans , Kaempferols/chemistry , Liver/drug effects , Liver/pathology , Molecular Docking Simulation
8.
Cell Stem Cell ; 11(5): 620-32, 2012 Nov 02.
Article in English | MEDLINE | ID: mdl-23064101

ABSTRACT

Stem cells, through their ability to both self-renew and differentiate, can produce a virtually limitless supply of specialized cells that behave comparably to primary cells. We took advantage of this property to develop an assay for small-molecule-based neuroprotection using stem-cell-derived motor neurons and astrocytes, together with activated microglia as a stress paradigm. Here, we report on the discovery of hit compounds from a screen of more than 10,000 small molecules. These compounds act through diverse pathways, including the inhibition of nitric oxide production by microglia, activation of the Nrf2 pathway in microglia and astrocytes, and direct protection of neurons from nitric-oxide-induced degeneration. We confirm the activity of these compounds using human neurons. Because microglial cells are activated in many neurological disorders, our hit compounds could be ideal starting points for the development of new drugs to treat various neurodegenerative and neurological diseases.


Subject(s)
Microglia/drug effects , Neuroprotective Agents/pharmacology , Small Molecule Libraries/pharmacology , Stem Cells/drug effects , Animals , Astrocytes/cytology , Astrocytes/drug effects , Astrocytes/metabolism , Cells, Cultured , Humans , Microglia/metabolism , Microscopy, Electron, Scanning Transmission , Motor Neurons/cytology , Motor Neurons/drug effects , Motor Neurons/metabolism , NF-E2-Related Factor 2/metabolism , Nerve Degeneration/metabolism , Nerve Degeneration/prevention & control , Neuroprotective Agents/chemistry , Nitric Oxide/biosynthesis , Small Molecule Libraries/chemistry , Stem Cells/cytology , Stem Cells/metabolism
9.
Proc Natl Acad Sci U S A ; 109(29): E2018-27, 2012 Jul 17.
Article in English | MEDLINE | ID: mdl-22733753

ABSTRACT

Selective targeting of sensory or nociceptive neurons in peripheral nerves remains a clinically desirable goal. Delivery of promising analgesic drugs is often impeded by the perineurium, which functions as a diffusion barrier attributable to tight junctions. We used perineurial injection of hypertonic saline as a tool to open the perineurial barrier transiently in rats and elucidated the molecular action principle in mechanistic detail: Hypertonic saline acts via metalloproteinase 9 (MMP9). The noncatalytic hemopexin domain of MMP9 binds to the low-density lipoprotein receptor-related protein-1, triggers phosphorylation of extracellular signal-regulated kinase 1/2, and induces down-regulation of the barrier-forming tight junction protein claudin-1. Perisciatic injection of any component of this pathway, including MMP9 hemopexin domain or claudin-1 siRNA, enables an opioid peptide ([D-Ala2,N-Me-Phe4,Gly5-ol]-enkephalin) and a selective sodium channel (NaV1.7)-blocking toxin (ProToxin-II) to exert antinociceptive effects without motor impairment. The latter, as well as the classic TTX, blocked compound action potentials in isolated nerves only after disruption of the perineurial barrier, which, in return, allowed endoneurally released calcitonin gene-related peptide to pass through the nerve sheaths. Our data establish the function and regulation of claudin-1 in the perineurium as the major sealing component, which could be modulated to facilitate drug delivery or, potentially, reseal the barrier under pathological conditions.


Subject(s)
Analgesics/administration & dosage , Drug Delivery Systems/methods , Gene Expression Regulation/drug effects , Matrix Metalloproteinase 9/metabolism , Peripheral Nerves/metabolism , Saline Solution, Hypertonic/administration & dosage , Analgesics/metabolism , Animals , Blotting, Western , Claudin-1 , Dielectric Spectroscopy , Extracellular Signal-Regulated MAP Kinases/metabolism , Fluorescent Antibody Technique , Matrix Metalloproteinase 9/pharmacology , Membrane Proteins/metabolism , Pain Threshold/drug effects , Phosphorylation , RNA, Small Interfering/genetics , Rats , Saline Solution, Hypertonic/metabolism
10.
Mol Pharm ; 9(6): 1785-94, 2012 Jun 04.
Article in English | MEDLINE | ID: mdl-22524793

ABSTRACT

The paracellular flux of solutes through tissue barriers is limited by transmembrane tight junction proteins. Within the family of tight junction proteins, claudin-1 seems to be a key protein for tightness formation and integrity. In the peripheral nervous system, the nerve fibers are surrounded with a barrier formed by the perineurium which expresses claudin-1. To enhance the access of hydrophilic pharmaceutical agents via the paracellular route, a claudin-1 specific modulator was developed. For this purpose, we designed and investigated the claudin-1 derived peptide C1C2. It transiently increased the paracellular permeability for ions and high and low molecular weight compounds through a cellular barrier model. Structural studies revealed a ß-sheet potential for the functionality of the peptide. Perineurial injection of C1C2 in rats facilitated the effect of hydrophilic antinociceptive agents and raised mechanical nociceptive thresholds. The mechanism is related to the internalization of C1C2 and to a vesicle-like distribution within the cells. The peptide mainly colocalized with intracellular claudin-1. C1C2 decreased membrane-localized claudin-1 of cells in culture and in vivo in the perineurium of rats after perineurial injection. In conclusion, a novel tool was developed to improve the delivery of pharmaceutical agents through the perineurial barrier by transient modulation of claudin-1.


Subject(s)
Analgesia/methods , Peptides/pharmacology , Peptidomimetics/chemistry , Peptidomimetics/metabolism , Peripheral Nerves/metabolism , Tight Junctions/metabolism , Animals , Blotting, Western , Caco-2 Cells , Cell Line , Circular Dichroism , Claudin-1/chemistry , Humans , Immunohistochemistry , Male , Microscopy, Confocal , Peptides/chemistry , Peripheral Nerves/drug effects , Rats , Rats, Wistar , Sciatic Nerve/drug effects , Sciatic Nerve/metabolism
11.
J Biomol Screen ; 16(7): 765-74, 2011 Aug.
Article in English | MEDLINE | ID: mdl-21680863

ABSTRACT

Frequent hitters are compounds that are detected as a "hit" in multiple high-throughput screening (HTS) assays. Such behavior is specific (e.g., target family related) or unspecific (e.g., reactive compounds) or can result from a combination of such behaviors. Detecting such hits while predicting the underlying reason behind their promiscuous behavior is desirable because it provides valuable information not only about the compounds themselves but also about the assay methodology and target classes at hand. This information can also greatly reduce cost and time during HTS hit profiling. The present study exemplifies how to mine large HTS data repositories, such as the one at Boehringer Ingelheim, to identify frequent hitters, gain further insights into the causes of promiscuous behavior, and generate models for predicting promiscuous compounds. Applications of this approach are demonstrated using two recent large-scale HTS assays. The authors believe this analysis and its concrete applications are valuable tools for streamlining and accelerating decision-making processes during the course of hit discovery.


Subject(s)
High-Throughput Screening Assays , Databases, Factual , Decision Making , Models, Statistical , Phosphotransferases/antagonists & inhibitors , Protein Kinase Inhibitors/pharmacology , Structure-Activity Relationship
12.
ChemMedChem ; 5(12): 2102-13, 2010 Dec 03.
Article in English | MEDLINE | ID: mdl-20979082

ABSTRACT

The carboxylate moiety is an important pharmacophore in the medicinal chemist's arsenal and is sometimes an irreplaceable functionality in drug-target interactions. Thus, practical guidance on its use in the most optimized manner would be a welcome addition to rational drug design. Key physicochemical and ADMET-PK properties from a dataset of drugs containing a carboxylate (COOH) moiety were assembled and compared with those of a broader, general drug dataset. Our main objective was to identify features specific to COOH-containing oral drugs that could be converted into simple rules delineating the boundaries within which prospective COOH-containing chemical series and COOH-containing drug candidates would be reasonably expected to possess properties suitable for oral administration. These specific "drug-like" property rules include molecular weight, the number of rotatable bonds, the number of hydrogen bond donors and acceptors, predictions of lipophilic character (calculated log P and log D values), topological polar surface area (TPSA), and the pK(a) value of the carboxylate moiety. Similar to the various sets of criteria that have emerged over the past decade and which have significantly reshaped the way medicinal chemists think about preferred drug chemical space, we propose these specific COOH "drug-like" property rules as a guide for the design of superior COOH-containing drug candidates and as a tool to better manage the liabilities generally associated with the presence of a COOH moiety.


Subject(s)
Carboxylic Acids/chemistry , Pharmaceutical Preparations/chemistry , Administration, Oral , Biological Availability , Carboxylic Acids/pharmacokinetics , Chemistry, Pharmaceutical , Databases, Factual , Drug Design , Pharmaceutical Preparations/metabolism
13.
J Chem Inf Model ; 48(11): 2097-107, 2008 Nov.
Article in English | MEDLINE | ID: mdl-18956832

ABSTRACT

A new clustering algorithm was developed that is able to group large data sets with more than 100,000 molecules according to their chemotypes. The algorithm preclusters a data set using a fingerprint version of the hierarchical k-means algorithm. Chemotypes are extracted from the terminal clusters via a maximum common substructure approach. Molecules forming a chemotype have to share a predefined number of rings, atoms, and non-carbon heavy atoms. In an iterative procedure, similar chemotypes and singletons are fused to larger chemotypes. Singletons that cannot be assigned to any chemotype are then grouped based on the proportion of overlap between the molecules. Representatives from each chemotype and the singletons are used in a second round of the hierarchical k-means algorithm to provide a final hierarchical grouping. Results are reported to an interactive graphical user interface which allows initial insights about the structure activity relationship (SAR) of the molecules. Example applications are shown for two chemotypes of reverse transcriptase inhibitors in the MDDR database and for the evaluation of descriptor-based similarity searching routines. A special focus was laid on the chemotype hopping potential of each individual routine. The algorithm will allow the analysis of high-throughput and virtual screening results with improved quality.


Subject(s)
Algorithms , Databases, Factual/statistics & numerical data , Molecular Structure , Anti-HIV Agents/chemistry , Anti-HIV Agents/pharmacology , Cluster Analysis , HIV Reverse Transcriptase/antagonists & inhibitors , Humans , Informatics , Pulmonary Disease, Chronic Obstructive/drug therapy , Reverse Transcriptase Inhibitors/chemistry , Reverse Transcriptase Inhibitors/pharmacology
15.
J Chem Inf Model ; 46(6): 2220-9, 2006.
Article in English | MEDLINE | ID: mdl-17125166

ABSTRACT

A hierarchical clustering algorithm--NIPALSTREE--was developed that is able to analyze large data sets in high-dimensional space. The result can be displayed as a dendrogram. At each tree level the algorithm projects a data set via principle component analysis onto one dimension. The data set is sorted according to this one dimension and split at the median position. To avoid distortion of clusters at the median position, the algorithm identifies a potentially more suited split point left or right of the median. The procedure is recursively applied on the resulting subsets until the maximal distance between cluster members exceeds a user-defined threshold. The approach was validated in a retrospective screening study for angiotensin converting enzyme (ACE) inhibitors. The resulting clusters were assessed for their purity and enrichment in actives belonging to this ligand class. Enrichment was observed in individual branches of the dendrogram. In further retrospective virtual screening studies employing the MDL Drug Data Report (MDDR), COBRA, and the SPECS catalog, NIPALSTREE was compared with the hierarchical k-means clustering approach. Results show that both algorithms can be used in the context of virtual screening. Intersecting the result lists obtained with both algorithms improved enrichment factors while losing only few chemotypes.


Subject(s)
Combinatorial Chemistry Techniques/methods , Drug Evaluation, Preclinical/instrumentation , Drug Evaluation, Preclinical/methods , Algorithms , Chemistry, Pharmaceutical/methods , Cluster Analysis , Drug Design , Entropy , Ligands , Models, Chemical , Models, Statistical , Pattern Recognition, Automated , Programming Languages , Software , Technology, Pharmaceutical/methods
16.
J Chem Inf Model ; 45(4): 807-15, 2005.
Article in English | MEDLINE | ID: mdl-16045274

ABSTRACT

A modified version of the k-means clustering algorithm was developed that is able to analyze large compound libraries. A distance threshold determined by plotting the sum of radii of leaf clusters was used as a termination criterion for the clustering process. Hierarchical trees were constructed that can be used to obtain an overview of the data distribution and inherent cluster structure. The approach is also applicable to ligand-based virtual screening with the aim to generate preferred screening collections or focused compound libraries. Retrospective analysis of two activity classes was performed: inhibitors of caspase 1 [interleukin 1 (IL1) cleaving enzyme, ICE] and glucocorticoid receptor ligands. The MDL Drug Data Report (MDDR) and Collection of Bioactive Reference Analogues (COBRA) databases served as the compound pool, for which binary trees were produced. Molecules were encoded by all Molecular Operating Environment 2D descriptors and topological pharmacophore atom types. Individual clusters were assessed for their purity and enrichment of actives belonging to the two ligand classes. Significant enrichment was observed in individual branches of the cluster tree. After clustering a combined database of MDDR, COBRA, and the SPECS catalog, it was possible to retrieve MDDR ICE inhibitors with new scaffolds using COBRA ICE inhibitors as seeds. A Java implementation of the clustering method is available via the Internet (http://www.modlab.de).


Subject(s)
Algorithms , Cluster Analysis , Combinatorial Chemistry Techniques/methods , Proteins/analysis , Ligands , Macromolecular Substances/analysis , Receptors, G-Protein-Coupled/analysis
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