Linking tumor cell cytotoxicity to mechanism of drug action: An integrated analysis of gene expression, small‐molecule screening and structural databases

An integrated, bioinformatic analysis of three databases comprising tumor‐cell‐based small molecule screening data, gene expression measurements, and PDB (Protein Data Bank) ligand–target structures has been developed for probing mechanism of drug action (MOA). Clustering analysis of GI50 profiles for the NCI's database of compounds screened across a panel of tumor cells (NCI60) was used to select a subset of unique cytotoxic responses for about 4000 small molecules. Drug–gene–PDB relationships for this test set were examined by correlative analysis of cytotoxic response and differential gene expression profiles within the NCI60 and structural comparisons with known ligand–target crystallographic complexes. A survey of molecular features within these compounds finds thirteen conserved Compound Classes, each class exhibiting chemical features important for interactions with a variety of biological targets. Protein targets for an additional twelve Compound Classes could be directly assigned using drug‐protein interactions observed in the crystallographic database. Results from the analysis of constitutive gene expressions established a clear connection between chemo‐resistance and overexpression of gene families associated with the extracellular matrix, cytoskeletal organization, and xenobiotic metabolism. Conversely, chemo‐sensitivity implicated overexpression of gene families involved in homeostatic functions of nucleic acid repair, aryl hydrocarbon metabolism, heat shock response, proteasome degradation and apoptosis. Correlations between chemo‐responsiveness and differential gene expressions identified chemotypes with nonselective (i.e., many) molecular targets from those likely to have selective (i.e., few) molecular targets. Applications of data mining strategies that jointly utilize tumor cell screening, genomic, and structural data are presented for hypotheses generation and identifying novel anticancer candidates. Proteins 2005. Published 2005 Wiley‐Liss, Inc.

[1]  L. Liu,et al.  Stimulation of topoisomerase II-mediated DNA damage via a mechanism involving protein thiolation. , 2001, Biochemistry.

[2]  M. Verstraete Modulating platelet function with selective thrombin inhibitors. , 1996, Haemostasis.

[3]  L. Iversen,et al.  Hemostatic alterations in patients with benign and malignant colorectal disease during major abdominal surgery. , 2001, Thrombosis research.

[4]  H. Forman,et al.  Glutathione in defense and signaling: lessons from a small thiol. , 2002, Annals of the New York Academy of Sciences.

[5]  P. Polčic,et al.  Response of yeast to the regulated expression of proteins in the Bcl-2 family. , 2003, The Biochemical journal.

[6]  K. H. Kalk,et al.  Anaerobic enzyme⋅substrate structures provide insight into the reaction mechanism of the copper-dependent quercetin 2,3-dioxygenase , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[7]  J. Haddad Recombinant human interleukin (IL)-1 beta-mediated regulation of hypoxia-inducible factor-1 alpha (HIF-1 alpha) stabilization, nuclear translocation and activation requires an antioxidant/reactive oxygen species (ROS)-sensitive mechanism. , 2002, European cytokine network.

[8]  D. Brömme,et al.  Thiol-dependent cathepsins: pathophysiological implications and recent advances in inhibitor design. , 2002, Current pharmaceutical design.

[9]  M. V. Velzen,et al.  Self-organizing maps , 2007 .

[10]  Claus Jacob,et al.  Reactive Sulfur Species: An Emerging Concept in Oxidative Stress , 2002, Biological chemistry.

[11]  N. Davidson,et al.  Design, synthesis, and evaluation of novel boronic-chalcone derivatives as antitumor agents. , 2003, Journal of Medicinal Chemistry.

[12]  H. J. Woerdenbag,et al.  Enhanced cytostatic activity of the sesquiterpene lactone eupatoriopicrin by glutathione depletion. , 1989, British Journal of Cancer.

[13]  Y. Moriyama,et al.  Overexpression and localization of heat shock proteins mRNA in pancreatic carcinoma. , 2000, Journal of Nippon Medical School = Nippon Ika Daigaku zasshi.

[14]  U. Hübscher,et al.  Colocalization of human Rad17 and PCNA in late S phase of the cell cycle upon replication block , 2002, Oncogene.

[15]  B. Sjöberg,et al.  Caracemide, a site-specific irreversible inhibitor of protein R1 of Escherichia coli ribonucleotide reductase. , 1992, The Journal of biological chemistry.

[16]  Keiji Tanaka,et al.  The molecular chaperone Hsp90 plays a role in the assembly and maintenance of the 26S proteasome , 2003, The EMBO journal.

[17]  C. Jacob,et al.  Multiple roles of cysteine in biocatalysis. , 2003, Biochemical and biophysical research communications.

[18]  R. Hargreaves,et al.  Clinical biomarkers in drug discovery and development , 2003, Nature Reviews Drug Discovery.

[19]  R. Hanson,et al.  Inhibition of phosphofructokinase by quinone methide and alpha-methylene lactone tumor inhibitors. , 1970, Science.

[20]  E. De Clercq,et al.  A conformational and structure-activity relationship study of cytotoxic 3,5-bis(arylidene)-4-piperidones and related N-acryloyl analogues. , 2001, Journal of medicinal chemistry.

[21]  M. Uesugi,et al.  Chemical genetic identification of the histamine H1 receptor as a stimulator of insulin-induced adipogenesis. , 2004, Chemistry & biology.

[22]  J. Weinstein,et al.  Pharmacogenomic analysis: correlating molecular substructure classes with microarray gene expression data , 2002, The Pharmacogenomics Journal.

[23]  J. Buxbaum,et al.  Variant-sequence transthyretin (isoleucine 122) in late-onset cardiac amyloidosis in black Americans. , 1997, The New England journal of medicine.

[24]  D. Botstein,et al.  A gene expression database for the molecular pharmacology of cancer , 2000, Nature Genetics.

[25]  Yingsheng Wang,et al.  Iron chelator research: past, present, and future. , 2003, Current medicinal chemistry.

[26]  R. White,et al.  The mitogen‐activated protein (MAP) kinase ERK induces tRNA synthesis by phosphorylating TFIIIB , 2003, The EMBO journal.

[27]  S. Cook,et al.  Thrombin inhibits Bim (Bcl-2-interacting mediator of cell death) expression and prevents serum-withdrawal-induced apoptosis via protease-activated receptor 1. , 2003, The Biochemical journal.

[28]  I. Schlichting,et al.  Ajoene is an inhibitor and subversive substrate of human glutathione reductase and Trypanosoma cruzi trypanothione reductase: crystallographic, kinetic, and spectroscopic studies. , 1999, Journal of medicinal chemistry.

[29]  G. Tucker Alpha v integrin inhibitors and cancer therapy. , 2003, Current opinion in investigational drugs.

[30]  D. Toft,et al.  Dimerization and N-terminal domain proximity underlie the function of the molecular chaperone heat shock protein 90. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[31]  M. Bowman,et al.  Role of hydrogen bonds in the reaction mechanism of chalcone isomerase. , 2002, Biochemistry.

[32]  G L Snyder,et al.  Paullones are potent inhibitors of glycogen synthase kinase-3beta and cyclin-dependent kinase 5/p25. , 2000, European journal of biochemistry.

[33]  A. Butte,et al.  Discovering functional relationships between RNA expression and chemotherapeutic susceptibility using relevance networks. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[34]  Ha-won Jeong,et al.  Antitumor effect of the cinnamaldehyde derivative CB403 through the arrest of cell cycle progression in the G2/M phase. , 2003, Biochemical pharmacology.

[35]  G. Rishton Reactive compounds and in vitro false positives in HTS , 1997 .

[36]  P. Hajduk,et al.  Privileged molecules for protein binding identified from NMR-based screening. , 2000, Journal of medicinal chemistry.

[37]  J. Oxley,et al.  p53 and bcl‐2 immunohistochemistry in preoperative biopsies as predictors of biochemical recurrence after radical prostatectomy , 2002, BJU international.

[38]  S. Courtneidge,et al.  Src family tyrosine kinases and growth factor signaling. , 2000, Experimental cell research.

[39]  Anders Wallqvist,et al.  Linking the growth inhibition response from the National Cancer Institute's anticancer screen to gene expression levels and other molecular target data , 2003, Bioinform..

[40]  Solomon H. Snyder,et al.  Biliverdin reductase: A major physiologic cytoprotectant , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[41]  Yong Hae Kim,et al.  Regioselective Alkylation and Arylation at the 6-Position of Pyrimidine: Synthesis of 5-Alkyl-6-arylmethyl-2,4-pyrimidinediones. , 1999 .

[42]  J. Pouysségur,et al.  Induction of Hypoxia-inducible Factor-1α by Transcriptional and Translational Mechanisms* , 2002, The Journal of Biological Chemistry.

[43]  K. Ervin,et al.  Development and application of fluorescence polarization assays in drug discovery. , 2003, Combinatorial chemistry & high throughput screening.

[44]  A. Koong,et al.  Hypoxia causes the activation of nuclear factor kappa B through the phosphorylation of I kappa B alpha on tyrosine residues. , 1994, Cancer research.

[45]  Hui-Kang Wang The therapeutic potential of flavonoids , 2000, Expert opinion on investigational drugs.

[46]  R. Greil,et al.  Tetrocarcin-A--induced ER stress mediates apoptosis in B-CLL cells via a Bcl-2--independent pathway. , 2003, Blood.

[47]  Marvin Johnson,et al.  Concepts and applications of molecular similarity , 1990 .

[48]  H. Nawata,et al.  High constitutive expression of heat shock protein 90α in human acute leukemia cells , 1992 .

[49]  S. Bhattacharya,et al.  Functional role of p35srj, a novel p300/CBP binding protein, during transactivation by HIF-1. , 1999, Genes & development.

[50]  D. Hanahan,et al.  The Hallmarks of Cancer , 2000, Cell.

[51]  T. Krude,et al.  Minichromosome replication in vitro: inhibition of re-replication by replicatively assembled nucleosomes. , 1994, The Journal of biological chemistry.

[52]  A. Vollmar,et al.  Ajoene, a compound of garlic, induces apoptosis in human promyeloleukemic cells, accompanied by generation of reactive oxygen species and activation of nuclear factor kappaB. , 1998, Molecular pharmacology.

[53]  A. Wojtczak,et al.  Comparison of binding interactions of dibromoflavonoids with transthyretin. , 2002, Acta biochimica Polonica.

[54]  H. Zhang,et al.  Ajoene, a garlic-derived natural compound, enhances chemotherapy-induced apoptosis in human myeloid leukaemia CD34-positive resistant cells. , 2001, Anticancer research.

[55]  Yun-Jin Jung,et al.  IL-1beta-mediated up-regulation of HIF-1alpha via an NFkappaB/COX-2 pathway identifies HIF-1 as a critical link between inflammation and oncogenesis. , 2003, FASEB journal : official publication of the Federation of American Societies for Experimental Biology.

[56]  J. Adams,et al.  Proteasome inhibitors as new anticancer drugs , 2002, Current opinion in oncology.

[57]  K. Honikel,et al.  The specific inhibition of the DNA-directed RNA synthesis by rifamycin. , 1967, Biochimica et biophysica acta.

[58]  Johan Auwerx,et al.  Nuclear receptors and the control of metabolism. , 2003, Annual review of physiology.

[59]  L. Pearl,et al.  Structural basis for inhibition of the Hsp90 molecular chaperone by the antitumor antibiotics radicicol and geldanamycin. , 1999, Journal of medicinal chemistry.

[60]  D. Shugar,et al.  Acyclonucleoside Analogues Consisting of 5-and 5,6-Substituted Uracils and Different Acylic Chains: Inhibitory Properties vs Purified E. coli Uridine Phosphorylase , 1987, Zeitschrift fur Naturforschung. C, Journal of biosciences.

[61]  D. Scudiero,et al.  Application of high-throughput, molecular-targeted screening to anticancer drug discovery. , 2002, Current topics in medicinal chemistry.

[62]  S. Corey,et al.  Src-related protein tyrosine kinases in hematopoiesis. , 1999, Blood.

[63]  C. Coburn Small-molecule direct thrombin inhibitors: 1997 - 2000 , 2001 .

[64]  D. Sheehan,et al.  Structure, function and evolution of glutathione transferases: implications for classification of non-mammalian members of an ancient enzyme superfamily. , 2001, The Biochemical journal.

[65]  J. Yodoi,et al.  Thioredoxin reductase regulates AP-1 activity as well as thioredoxin nuclear localization via active cysteines in response to ionizing radiation , 2002, Oncogene.

[66]  S. Sheweita,et al.  Cancer and phase II drug-metabolizing enzymes. , 2003, Current drug metabolism.

[67]  J. Milner,et al.  Allyl Sulfides Modify Cell Growth , 2000, Drug metabolism and drug interactions.

[68]  D. Scudiero,et al.  Feasibility of a high-flux anticancer drug screen using a diverse panel of cultured human tumor cell lines. , 1991, Journal of the National Cancer Institute.

[69]  Jürgen Bajorath,et al.  Integration of virtual and high-throughput screening , 2002, Nature Reviews Drug Discovery.

[70]  B. Bowen,et al.  Differential regulation of HIF-1 alpha prolyl-4-hydroxylase genes by hypoxia in human cardiovascular cells. , 2003, Biochemical and biophysical research communications.

[71]  George Morstyn,et al.  Book Review: Anticancer Drug Development Guide: Preclinical Screening, Clinical Trials, and Approval , 2004 .

[72]  M. Ohno,et al.  An Oxidized Purine Nucleoside Triphosphatase, MTH1, Suppresses Cell Death Caused by Oxidative Stress* , 2003, Journal of Biological Chemistry.

[73]  J. Overgaard,et al.  p53 accumulation associated with bcl-2, the proliferation marker MIB-1 and survival in patients with prostate cancer subjected to watchful waiting. , 2000, The Journal of urology.

[74]  M. D'Andrea,et al.  Thrombin Regulation of Cell Function through Protease-Activated Receptors: Implications for Therapeutic Intervention , 2004, Biochemistry (Moscow).

[75]  Y. Martin,et al.  Do structurally similar molecules have similar biological activity? , 2002, Journal of medicinal chemistry.

[76]  L. Fritz,et al.  A high-affinity conformation of Hsp90 confers tumour selectivity on Hsp90 inhibitors , 2003, Nature.

[77]  E. Fleck,et al.  Atorvastatin inhibits expression of minichromosome maintenance proteins in vascular smooth muscle cells. , 2003, European journal of pharmacology.

[78]  S. Kim,et al.  Structural basis for chemical inhibition of CDK2. , 1996, Progress in cell cycle research.

[79]  A. Koong,et al.  Hypoxia Causes the Activation of Nuclear Factor κB through the Phosphorylation of IκBα on Tyrosine Residues , 1994 .

[80]  Brian K Shoichet,et al.  Kinase inhibitors: not just for kinases anymore. , 2003, Journal of medicinal chemistry.

[81]  D A Scudiero,et al.  Display and analysis of patterns of differential activity of drugs against human tumor cell lines: development of mean graph and COMPARE algorithm. , 1989, Journal of the National Cancer Institute.

[82]  J. Whitney Reference systems for kinase drug discovery: chemical genetic approaches to cell-based assays. , 2004, Assay and drug development technologies.

[83]  P. Workman Scoring a bull's-eye against cancer genome targets. , 2001, Current opinion in pharmacology.

[84]  Gerhard Klebe,et al.  Relibase: design and development of a database for comprehensive analysis of protein-ligand interactions. , 2003, Journal of molecular biology.

[85]  H. Gershon,et al.  Antifungal activity of ring poly-chlorinated pyrimidines: structure activity relationships. , 1963, Applied microbiology.

[86]  K. Michalek-Wagner,et al.  Effects of Bleaching on Secondary Metabolite Chemistry of Alcyonacean Soft Corals , 2000, Journal of Chemical Ecology.

[87]  H. Forman,et al.  Glutathione in Defense and Signaling , 2002 .

[88]  R. Eisenman,et al.  Direct Regulation of RNA Polymerase III Transcription by RB, p53 and c-Myc , 2003, Cell cycle.

[89]  L. Le Marchand Cancer preventive effects of flavonoids--a review. , 2002, Biomedicine & pharmacotherapy = Biomedecine & pharmacotherapie.

[90]  J. Navarro,et al.  Coagulative system activation and fibrinolytic system inhibition activities arise from tumoral draining vein in colon carcinoma. , 2001, Thrombosis research.

[91]  C. Manesh,et al.  Anti-tumour and anti-oxidant activity of naturally occurring isothiocyanates. , 2003, Journal of experimental & clinical cancer research : CR.

[92]  Daniel Birnbaum,et al.  DNA Arrays in Clinical Oncology: Promises and Challenges , 2003, Laboratory Investigation.

[93]  J. Adams,et al.  The proteasome: structure, function, and role in the cell. , 2003, Cancer treatment reviews.

[94]  M. Lerman,et al.  Genetic and functional analysis of the von Hippel-Lindau (VHL) tumour suppressor gene promoter , 2002, Journal of medical genetics.

[95]  S. M. Kupchan,et al.  Reactions of Alpha Methylene Lactone Tumor Inhibitors with Model Biological Nucleophiles , 1970, Science.

[96]  D. Kleier,et al.  Oxime Fungicides: Highly Active Broad-Spectrum Protectants , 1995 .

[97]  Jae K. Lee,et al.  Mining and Visualizing Large Anticancer Drug Discovery Databases , 2000, J. Chem. Inf. Comput. Sci..

[98]  Kuo-ping Huang,et al.  Glutathionylation of proteins by glutathione disulfide S-oxide. , 2002, Biochemical pharmacology.

[99]  M. Laburthe,et al.  Initiation of human colon cancer cell proliferation by trypsin acting at protease-activated receptor-2 , 2001, British Journal of Cancer.

[100]  G. D. Hunter,et al.  Proteinase-activated receptors. , 2001, Pharmacological reviews.

[101]  D. Wallwiener,et al.  Statins can inhibit proliferation of human breast cancer cells in vitro. , 2003, Experimental and clinical endocrinology & diabetes : official journal, German Society of Endocrinology [and] German Diabetes Association.

[102]  Ellen M. Langer,et al.  Bcl-xL Deamidation Is a Critical Switch in the Regulation of the Response to DNA Damage , 2002, Cell.

[103]  R. Jerala,et al.  Characterization of quercetin binding site on DNA gyrase. , 2003, Biochemical and biophysical research communications.

[104]  U. Uhlin,et al.  Structure and function of the radical enzyme ribonucleotide reductase. , 2001, Progress in biophysics and molecular biology.

[105]  B. Chabner Cancer Chemotherapy and Biotherapy: Principles and Practice (4th Edition) , 2006 .

[106]  R. Raines,et al.  Activation of the Prolyl Hydroxylase Oxygen-sensor Results in Induction of GLUT1, Heme Oxygenase-1, and Nitric-oxide Synthase Proteins and Confers Protection from Metabolic Inhibition to Cardiomyocytes* , 2003, Journal of Biological Chemistry.

[107]  K. Jain,et al.  Role of Proteomics in Diagnosis of Cancer , 2002, Technology in cancer research & treatment.

[108]  J. Fahey,et al.  Chemoprotection against cancer by phase 2 enzyme induction. , 1995, Toxicology letters.

[109]  C. Supuran,et al.  Cysteine-modifying agents: a possible approach for effective anticancer and antiviral drugs. , 2002, Environmental health perspectives.

[110]  E. De Clercq,et al.  Strategies in the design of antiviral drugs , 2002, Nature reviews. Drug discovery.

[111]  S. Ramaswamy,et al.  Structures of horse liver alcohol dehydrogenase complexed with NAD+ and substituted benzyl alcohols. , 1994, Biochemistry.

[112]  K. Sletten,et al.  Fibril in senile systemic amyloidosis is derived from normal transthyretin. , 1990, Proceedings of the National Academy of Sciences of the United States of America.

[113]  K. Yamamoto,et al.  Disassembly of Transcriptional Regulatory Complexes by Molecular Chaperones , 2002, Science.

[114]  G. Bonfiglio,et al.  Novel streptogramin antibiotics , 2001, Expert opinion on investigational drugs.

[115]  Jeffrey W. Smith Cilengitide Merck. , 2003, Current opinion in investigational drugs.

[116]  R. Warnke,et al.  Expression in non-Hodgkin's lymphoma of the bcl-2 protein associated with the t(14;18) chromosomal translocation. , 1988, The New England journal of medicine.

[117]  E. Sausville,et al.  Mining the National Cancer Institute's tumor-screening database: identification of compounds with similar cellular activities. , 2002, Journal of medicinal chemistry.

[118]  E. Skrzypczak‐Jankun,et al.  Inhibition of lipoxygenase by (-)-epigallocatechin gallate: X-ray analysis at 2.1 A reveals degradation of EGCG and shows soybean LOX-3 complex with EGC instead. , 2003, International journal of molecular medicine.

[119]  A. Habib,et al.  Thrombin induces angiogenesis and vascular endothelial growth factor expression in human endothelial cells: possible relevance to HIF‐1α , 2003, Journal of thrombosis and haemostasis : JTH.

[120]  D. Vaux Apoptosis and toxicology--what relevance? , 2002, Toxicology.

[121]  G. Alonzo,et al.  Investigations on organotin, organolead, lead(IV), and lead(II) dithiolates , 1985 .

[122]  M. Jäättelä Programmed cell death: many ways for cells to die decently , 2002, Annals of medicine.

[123]  S. Kilfeather 5-lipoxygenase inhibitors for the treatment of COPD. , 2002, Chest.

[124]  D. Townsend,et al.  The role of glutathione-S-transferase in anti-cancer drug resistance , 2003, Oncogene.

[125]  R. Hanson,et al.  Inhibition of Phosphofructokinase by Quinone Methide and α-Methylene Lactone Tumor Inhibitors , 1970, Science.

[126]  P. Workman,et al.  HSP90 as a new therapeutic target for cancer therapy: the story unfolds , 2002, Expert opinion on biological therapy.

[127]  M. Salaspuro Acetaldehyde, Microbes, and Cancer of the Digestive Tract , 2003, Critical reviews in clinical laboratory sciences.

[128]  A. Lapthorn,et al.  Plant glutathione transferases , 2002, Genome Biology.

[129]  Martin Vogtherr,et al.  NMR-based screening methods for lead discovery. , 2003, EXS.

[130]  L. Neckers,et al.  IL‐1β mediated up‐regulation of HIF‐lα via an NFkB/COX‐2 pathway identifies HIF‐1 as a critical link between inflammation and oncogenesis , 2003 .

[131]  E. Sausville,et al.  Proteasome inhibitors: a novel class of potent and effective antitumor agents. , 1999, Cancer research.

[132]  Z Chen,et al.  Novel proteasome inhibitor PS-341 inhibits activation of nuclear factor-kappa B, cell survival, tumor growth, and angiogenesis in squamous cell carcinoma. , 2001, Clinical cancer research : an official journal of the American Association for Cancer Research.

[133]  S. Ramaswamy,et al.  Structures of Horse Liver Alcohol Dehydrogenase Complexed with NAD+ and Substituted Benzyl Alcohols , 1994 .

[134]  Giulio Rastelli,et al.  Crystal structure and molecular modeling of 17-DMAG in complex with human Hsp90. , 2003, Chemistry & biology.

[135]  R. Kofler,et al.  Changes of mitochondrial respiration, mitochondrial content and cell size after induction of apoptosis in leukemia cells. , 2003, Biochimica et biophysica acta.

[136]  S. Dedhar,et al.  The role of integrin-linked kinase (ILK) in cancer progression , 2003, Cancer and Metastasis Reviews.

[137]  C. Schofield,et al.  Structure and mechanism of anthocyanidin synthase from Arabidopsis thaliana. , 2002, Structure.

[138]  W. Patrick Walters,et al.  Filtering databases and chemical libraries , 2004, Molecular Diversity.

[139]  X-ray crystallographic study of boronic acid adducts with subtilisin BPN' (Novo). A model for the catalytic transition state. , 1975, The Journal of biological chemistry.

[140]  M. Massiah,et al.  Potency of Michael reaction acceptors as inducers of enzymes that protect against carcinogenesis depends on their reactivity with sulfhydryl groups , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[141]  H. Ariga,et al.  Inhibition of c-myc gene expression in murine lymphoblastoma cells by geldanamycin and herbimycin, antibiotics of benzoquinoid ansamycin group. , 1989, The Journal of antibiotics.

[142]  John N. Weinstein,et al.  Mining the NCI Anticancer Drug Discovery Databases: Genetic Function Approximation for the QSAR Study of Anticancer Ellipticine Analogues , 1998, J. Chem. Inf. Comput. Sci..

[143]  H. Uramoto,et al.  Regulatory mechanisms for the expression and activity of platelet-derived growth factor receptor. , 2003, Acta biochimica Polonica.

[144]  M. Laburthe,et al.  Aberrant expression and activation of the thrombin receptor protease-activated receptor-1 induces cell proliferation and motility in human colon cancer cells. , 2003, The American journal of pathology.

[145]  A. Monks,et al.  Glutathione-associated enzymes in the human cell lines of the National Cancer Institute Drug Screening Program. , 1996, Molecular pharmacology.

[146]  Y. Fukuda,et al.  Immunohistochemical study of the expression of drug-resistant proteins in large cell neuroendocrine carcinoma of the lung. , 2003, The Japanese journal of thoracic and cardiovascular surgery : official publication of the Japanese Association for Thoracic Surgery = Nihon Kyobu Geka Gakkai zasshi.

[147]  T. Olencki,et al.  A Phase I Trial of Weekly Gemcitabine and Subcutaneous Interferon Alpha in Patients with Refractory Renal Cell Carcinoma , 2002, Investigational New Drugs.

[148]  G. Powis,et al.  Properties and biological activities of thioredoxins. , 2001, Annual review of biophysics and biomolecular structure.

[149]  S H Kim,et al.  Structural basis for specificity and potency of a flavonoid inhibitor of human CDK2, a cell cycle kinase. , 1996, Proceedings of the National Academy of Sciences of the United States of America.

[150]  Richard A. Dixon,et al.  Structure and mechanism of the evolutionarily unique plant enzyme chalcone isomerase , 2000, Nature Structural Biology.

[151]  S M Shortell,et al.  Continuity of Medical Care: Conceptualization and Measurement , 1976, Medical care.

[152]  L. del Peso,et al.  The von Hippel Lindau/Hypoxia-inducible Factor (HIF) Pathway Regulates the Transcription of the HIF-Proline Hydroxylase Genes in Response to Low Oxygen* , 2003, Journal of Biological Chemistry.

[153]  M. Hollenberg,et al.  International Union of Pharmacology. XXVIII. Proteinase-Activated Receptors , 2002, Pharmacological Reviews.

[154]  T. N. Bhat,et al.  The Protein Data Bank , 2000, Nucleic Acids Res..

[155]  Michael Robert Wiley,et al.  Small-molecule direct thrombin inhibitors , 1997 .

[156]  L. Pearl,et al.  ATP binding and hydrolysis are essential to the function of the Hsp90 molecular chaperone in vivo , 1998, The EMBO journal.

[157]  D A Scudiero,et al.  The NCI anti-cancer drug screen: a smart screen to identify effectors of novel targets. , 1997, Anti-cancer drug design.

[158]  Chrisostomos Prodromou,et al.  The ATPase cycle of Hsp90 drives a molecular ‘clamp’ via transient dimerization of the N‐terminal domains , 2000, The EMBO journal.

[159]  T. Myers,et al.  Cytotoxic activities of Mannich bases of chalcones and related compounds. , 1998, Journal of medicinal chemistry.

[160]  N. Sládek Leukemic cell insensitivity to cyclophosphamide and other oxazaphosphorines mediated by aldehyde dehydrogenase(s). , 2002, Cancer treatment and research.

[161]  J. Verdebout,et al.  Role of Bcl-2 as a prognostic factor for survival in lung cancer: a systematic review of the literature with meta-analysis , 2003, British Journal of Cancer.

[162]  S. Chu,et al.  Pyrimidine acyclonucleosides, inhibitors of uridine phosphorylase. , 1981, Biochemical pharmacology.

[163]  M. Sugantino,et al.  Crystal structure of Vat(D): an acetyltransferase that inactivates streptogramin group A antibiotics. , 2002, Biochemistry.

[164]  P. Pandolfi,et al.  Does the ribosome translate cancer? , 2003, Nature Reviews Cancer.

[165]  F. Stickel,et al.  Alcohol Consumption and Cancer of the Gastrointestinal Tract , 2006, Digestive Diseases.

[166]  M. López-Lázaro Flavonoids as anticancer agents: structure-activity relationship study. , 2002, Current medicinal chemistry. Anti-cancer agents.

[167]  J. Adams Potential for proteasome inhibition in the treatment of cancer. , 2003, Drug discovery today.

[168]  H. Nawata,et al.  High constitutive expression of heat shock protein 90 alpha in human acute leukemia cells. , 1992, Leukemia research.

[169]  B. Dijkstra,et al.  Functional analysis of the copper-dependent quercetin 2,3-dioxygenase. 2. X-ray absorption studies of native enzyme and anaerobic complexes with the substrates quercetin and myricetin. , 2002, Biochemistry.

[170]  Robert A. Weinberg,et al.  Taking the Study of Cancer Cell Survival to a New Dimension , 2002, Cell.

[171]  R. Meli,et al.  Dual inhibitors of cyclooxygenase and 5-lipoxygenase. A new avenue in anti-inflammatory therapy? , 2001, Biochemical pharmacology.

[172]  G. Mulder,et al.  GLUTATHIONE CONJUGATES AND THEIR SYNTHETIC DERIVATIVES AS INHIBITORS OF GLUTATHIONE-DEPENDENT ENZYMES INVOLVED IN CANCER AND DRUG RESISTANCE , 2002, Drug metabolism reviews.

[173]  M. Monga,et al.  Developmental Therapeutics Program at the NCI: molecular target and drug discovery process , 2002, Leukemia.

[174]  N. Zhou,et al.  DNA Damage-mediated Apoptosis Induced by Selenium Compounds* , 2003, Journal of Biological Chemistry.

[175]  H. Pahl,et al.  Inhibition of transcription factor NF-kappaB by sesquiterpene lactones: a proposed molecular mechanism of action. , 1999, Bioorganic & medicinal chemistry.

[176]  R. Pike,et al.  Inhibition of osteoblast apoptosis by thrombin. , 2003, Bone.

[177]  A. Urbano,et al.  Mechanisms of apoptosis by the tyrphostin AG957 in hematopoietic cells. , 2002, Biochemical pharmacology.

[178]  Neal Rosen,et al.  Crystal Structure of an Hsp90–Geldanamycin Complex: Targeting of a Protein Chaperone by an Antitumor Agent , 1997, Cell.

[179]  T. Ideker,et al.  A new approach to decoding life: systems biology. , 2001, Annual review of genomics and human genetics.

[180]  J. Dimmock,et al.  Bioactivities of chalcones. , 1999, Current medicinal chemistry.

[181]  Johannes H. Voigt,et al.  Comparison of the NCI Open Database with Seven Large Chemical Structural Databases , 2001, J. Chem. Inf. Comput. Sci..

[182]  H. Wang Flavopiridol. National Cancer Institute. , 2001, Current opinion in investigational drugs.

[183]  S. Baek,et al.  11-oxygenated cytotoxic 8,9-secokauranes from a New Zealand liverwort, Lepidolaena taylorii. , 1999, Phytochemistry.

[184]  I. Kooter,et al.  Functional analysis of the copper-dependent quercetin 2,3-dioxygenase. 1. Ligand-induced coordination changes probed by X-ray crystallography: inhibition, ordering effect, and mechanistic insights. , 2002, Biochemistry.

[185]  D. Walsh,et al.  The cyclin-dependent kinase (CDK) inhibitor flavopiridol inhibits glycogen phosphorylase. , 2001, Archives of biochemistry and biophysics.

[186]  E. Sausville,et al.  Effects of the bcr/abl kinase inhibitors AG957 and NSC 680410 on chronic myelogenous leukemia cells in vitro. , 2000, Clinical cancer research : an official journal of the American Association for Cancer Research.

[187]  S. Knapp,et al.  Structural characterization of the GSK-3beta active site using selective and non-selective ATP-mimetic inhibitors. , 2003, Journal of molecular biology.

[188]  Anders Wallqvist,et al.  Establishing connections between microarray expression data and chemotherapeutic cancer pharmacology. , 2002, Molecular cancer therapeutics.

[189]  H. Pinedo,et al.  Induction of Vascular Endothelial Growth Factor Expression and Hypoxia-inducible Factor 1α Protein by the Oxidative Stressor Arsenite* , 2001, The Journal of Biological Chemistry.

[190]  L. Neckers Development of small molecule Hsp90 inhibitors: utilizing both forward and reverse chemical genomics for drug identification. , 2003, Current medicinal chemistry.

[191]  E. Middleton,et al.  The effects of plant flavonoids on mammalian cells: implications for inflammation, heart disease, and cancer. , 2000, Pharmacological reviews.

[192]  J. G. Cory,et al.  Effect of iron-chelating agents on inhibitors of ribonucleotide reductase. , 1981, Biochemical pharmacology.

[193]  W. Skach,et al.  Redundancy of mammalian proteasome beta subunit function during endoplasmic reticulum associated degradation. , 2001, Biochemistry.

[194]  T. Huang,et al.  Characterization of platelet aggregation induced by human colon adenocarcinoma cells and its inhibition by snake venom peptides, trigramin and rhodostomin , 1994, British journal of haematology.

[195]  N. Lawrence,et al.  Cytotoxic michael-type amine adducts of α-methylene lactones alantolactone and isoalantolactone , 2001 .

[196]  A. Konings,et al.  Eupatoriopicrin-induced lipid peroxidation in liver and tumour tissue of the mouse. , 1989, Biochemical pharmacology.

[197]  J. Buchner,et al.  The Hsp90 complex--a super-chaperone machine as a novel drug target. , 1998, Biochemical pharmacology.

[198]  W. Pratt,et al.  Regulation of Signaling Protein Function and Trafficking by the hsp90/hsp70-Based Chaperone Machinery 1 , 2003, Experimental biology and medicine.

[199]  P. Kloetzel,et al.  Inhibition of Proteasome Activity Induces Concerted Expression of Proteasome Genes and de Novo Formation of Mammalian Proteasomes* , 2003, Journal of Biological Chemistry.

[200]  Spyros E. Zographos,et al.  Flavopiridol Inhibits Glycogen Phosphorylase by Binding at the Inhibitor Site* , 2000, The Journal of Biological Chemistry.

[201]  M. Kunkel,et al.  Cell line-directed screening assay for inhibitors of thioredoxin reductase signaling as potential anti-cancer drugs. , 1997, Anti-cancer drug design.

[202]  W. S. Champney Bacterial ribosomal subunit assembly is an antibiotic target. , 2003, Current topics in medicinal chemistry.

[203]  M. Saraiva Transthyretin mutations in hyperthyroxinemia and amyloid diseases , 2001, Human mutation.

[204]  E. Clercq Strategies in the design of antiviral drugs , 2010, Nature Reviews Drug Discovery.

[205]  Roger L. Williams,et al.  Structural determinants of phosphoinositide 3-kinase inhibition by wortmannin, LY294002, quercetin, myricetin, and staurosporine. , 2000, Molecular cell.

[206]  C. Kettner,et al.  Inhibition of the serine proteases leukocyte elastase, pancreatic elastase, cathepsin G, and chymotrypsin by peptide boronic acids. , 1984, The Journal of biological chemistry.

[207]  Khashayar Karimian,et al.  Thiol-dependent enzymes and their inhibitors: a review. , 2002, Current medicinal chemistry.

[208]  Michael R. Boyd,et al.  The NCI In Vitro Anticancer Drug Discovery Screen , 1997 .

[209]  K. Okkenhaug,et al.  Gene-targeting reveals physiological roles and complex regulation of the phosphoinositide 3-kinases. , 2003, Archives of biochemistry and biophysics.