Classification of Complex Molecules

Algorithms for classification and taxonomy based on criteria, e.g., information entropy and its production are proposed. In molecular classification, the feasibility of replacing a given molecule (e.g, anaesthetic) by similar ones in the composition of a complex drug is studied. Some local anaesthetics currently in use are classified using characteristic chemical properties of different portions of their molecules. In taxonomy, the detailed comparison of the sequences (primary structures) of biomolecules, proteins or nucleic acids, allows the reconstruction of a molecular phylogenetic tree for some species, e.g. the 1918 influenza virus. The method is applied to the classifications of: (1) indazolols (action against Trichomonas vaginalis), (2) fullerenes, fullerite and single-wall carbon nanotubes, (3) living and heat-inactivated lactic acid bacteria against cytokines, (4) phylogenesis of avian birds and of the 1918 influenza virus, (5) local anaesthetics (analogues of procaine), (6) transdermal-delivery percutaneous enhancers, (7) quantitative structure-activity relationship modelling of anti-human immunodeficiency virus type 1 (HIV-1) compounds and (8) HIV-1 inhibitors. If, in the calculation of entropy associated with the phylogenetic tree, a species is systematically omitted, the difference between the entropy with and without this species can be considered as a measure of the species entropy. Such contributions may be studied with the equipartition conjecture. Obviously, it is not within the scope of our simulation method to replace biological tests of drugs or field data in palaeontology, but such simulation methods can be useful to assert priorities in detailed experimental research. Available experimental and field data should be examined by different classification algorithms to reveal possible features of real biological significance.

[1]  K. Titani,et al.  The amino acid sequence of quail lysozyme. , 1969, Journal of biochemistry.

[2]  Gilbert Saporta,et al.  L'analyse des données , 1981 .

[3]  T Gojobori,et al.  Molecular phylogeny and evolution of primate mitochondrial DNA. , 1988, Molecular biology and evolution.

[4]  Joaquín Dopazo,et al.  Phylogenomics and the number of characters required for obtaining an accurate phylogeny of eukaryote model species , 2004, ISMB/ECCB.

[5]  Francisco Torrens Effect of elliptical deformation on molecular polarizabilities of model carbon nanotubes from atomic increments. , 2003, Journal of nanoscience and nanotechnology.

[6]  Point mutant frequencies in the pol gene of human immunodeficiency virus type 1 are two- to threefold lower than those of env. , 1996, AIDS research and human retroviruses.

[7]  M. C. Vega,et al.  A novel non-stochastic quadratic fingerprints-based approach for the ‘in silico’ discovery of new antitrypanosomal compounds , 2005 .

[8]  Y. Marrero-Ponce,et al.  A computer-based approach to the rational discovery of new trichomonacidal drugs by atom-type linear indices. , 2005, Current drug discovery technologies.

[9]  Joaquín Dopazo,et al.  New Challenges in Gene Expression Data Analysis and the Extended GEPAS , 2004, Spanish Bioinformatics Conference.

[10]  Wold,et al.  Immunomodulatory effects of Lactobacillus plantarum colonizing the intestine of gnotobiotic rats , 1999, Clinical and experimental immunology.

[11]  T. Koivula,et al.  A human Lactobacillus strain (Lactobacillus casei sp strain GG) promotes recovery from acute diarrhea in children. , 1991, Pediatrics.

[12]  François-Joseph Lapointe,et al.  A weighted least-squares approach for inferring phylogenies from incomplete distance matrices , 2004, Bioinform..

[13]  H. Hotelling Analysis of a complex of statistical variables into principal components. , 1933 .

[14]  José María Carazo,et al.  Confidence limits for resolution estimation in image averaging by random subsampling , 1995 .

[15]  Francisco Torrens,et al.  Calculations on solvents and co-solvents of single-wall carbon nanotubes: cyclopyranoses , 2004 .

[16]  Joaquín Dopazo,et al.  New phylogenetic venues opened by a novel implementation of the DNAml algorithm , 1998, Bioinform..

[17]  P. Jollès,et al.  Differences between the chemical structures of duck and hen egg-white lysozymes. , 1967, European journal of biochemistry.

[18]  Stefan Götz,et al.  Blast2GO: A Comprehensive Suite for Functional Analysis in Plant Genomics , 2007, International journal of plant genomics.

[19]  J. Cigudosa,et al.  Phenotypic characterization of BRCA1 and BRCA2 tumors based in a tissue microarray study with 37 immunohistochemical markers , 2005, Breast Cancer Research and Treatment.

[20]  D. Phillips,et al.  On the conformation of the hen egg-white lysozyme molecule , 1967, Proceedings of the Royal Society of London. Series B. Biological Sciences.

[21]  R G Geronemus,et al.  Topical Anesthetics Update: EMLA and Beyond , 2001, Dermatologic surgery : official publication for American Society for Dermatologic Surgery [et al.].

[22]  Christian Fonteix,et al.  Neural network frames. Application to biochemical kinetic diagnosis , 1993 .

[23]  Kamalendra Singh,et al.  Substitution of conserved hydrophobic residues in motifs B and C of HIV-1 RT alters the geometry of its catalytic pocket. , 2002, Biochemistry.

[24]  Alfonso Valencia,et al.  Early bioinformatics: the birth of a discipline - a personal view , 2003, Bioinform..

[25]  M. Gershwin,et al.  Influence of long-term yoghurt consumption in young adults , 1991 .

[26]  Joaquín Dopazo,et al.  From genes to functional classes in the study of biological systems , 2007, BMC Bioinformatics.

[27]  J. Cigudosa,et al.  Differential gene expression profile in endometrioid and nonendometrioid endometrial carcinoma: STK15 is frequently overexpressed and amplified in nonendometrioid carcinomas. , 2003, Cancer research.

[28]  B. Covino,et al.  Pharmacology of local anaesthetic agents. , 1986, British journal of anaesthesia.

[29]  G. Petsko My worries are no longer behind me , 2007, Genome Biology.

[30]  Francisco Torrens,et al.  Calculations of organic‐solvent dispersions of single‐wall carbon nanotubes , 2006 .

[31]  T. Sicheritz-Pontén,et al.  A phylogenomic approach to microbial evolution. , 2001, Nucleic acids research.

[32]  Francisco Torrens,et al.  CLUSTER ORIGIN OF THE SOLUBILITY OF SINGLE-WALL CARBON NANOTUBES , 2005 .

[33]  M. Martí-Renom,et al.  Protein translocation into peroxisomes by ring‐shaped import receptors , 2007, FEBS letters.

[34]  J. Dopazo,et al.  Evolutionary analysis of the picornavirus family , 1995, Journal of Molecular Evolution.

[35]  J. Dopazo,et al.  RT-PCR in foot-and-mouth. , 1998, The Veterinary quarterly.

[36]  Joaquín Dopazo,et al.  Bioinformatics methods for the analysis of expression arrays: data clustering and information extraction. , 2002, Journal of biotechnology.

[37]  Joaquín Dopazo,et al.  Functional profiling and gene expression analysis of chromosomal copy number alterations , 2007, Bioinformation.

[38]  Joaquín Dopazo,et al.  CLEAR-test: Combining inference for differential expression and variability in microarray data analysis , 2008, J. Biomed. Informatics.

[39]  J. Dopazo,et al.  Molecular profiling related to poor prognosis in thyroid carcinoma. Combining gene expression data and biological information , 2008, Oncogene.

[40]  J. Dopazo,et al.  A strain-type clustering of potato virus Y based on the genetic distance between isolates calculated by RFLP analysis of the amplified coat protein gene , 2005, Archives of Virology.

[41]  Covino Bg Local anesthetic agents for peripheral nerve blocks. , 1980 .

[42]  C. Taft,et al.  Molecular dynamics, database screening, density functional and docking studies of novel RAR ligands in cancer chemotherapy. , 2005, Biophysical chemistry.

[43]  Philip E. Bourne,et al.  Protein data representation and query using optimized data decomposition , 1997, Comput. Appl. Biosci..

[44]  K. Roy,et al.  Classical QSAR Modeling of Anti‐HIV 2,3‐Diaryl‐1,3‐thiazolidin‐4‐ones , 2005 .

[45]  M. Peitsch,et al.  Annotated draft genomic sequence from a Streptococcus pneumoniae type 19F clinical isolate. , 2001, Microbial drug resistance.

[46]  Tudor I. Oprea,et al.  Is There a Difference between Leads and Drugs? A Historical Perspective , 2001, J. Chem. Inf. Comput. Sci..

[47]  Alfred W. Crosby,et al.  America's Forgotten Pandemic: The Influenza of 1918 , 2003 .

[48]  Covino Bg Local anesthesia. 1. , 1972 .

[49]  M. Katze,et al.  Global Host Immune Response: Pathogenesis and Transcriptional Profiling of Type A Influenza Viruses Expressing the Hemagglutinin and Neuraminidase Genes from the 1918 Pandemic Virus , 2004, Journal of Virology.

[50]  R. Yamazaki,et al.  The effect of oral feeding of Lactobacillus casei strain Shirota on immunoglobulin E production in mice. , 1998, Journal of dairy science.

[51]  K. Roy,et al.  QSAR by LFER model of cytotoxicity data of anti-HIV 5-phenyl-1-phenylamino-1H-imidazole derivatives using principal component factor analysis and genetic function approximation. , 2005, Bioorganic & medicinal chemistry.

[52]  Joaquín Dopazo,et al.  Bioinformatics and cancer: an essential alliance , 2006, Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico.

[53]  Ray A. Jarvis,et al.  Clustering Using a Similarity Measure Based on Shared Near Neighbors , 1973, IEEE Transactions on Computers.

[54]  F. Torrens New structural parameters of fullerenes for principal component analysis , 2003 .

[55]  E. Domingo,et al.  Molecular characterization of human immunodeficiency virus type 1 isolates from Venezuela. , 1995, AIDS research and human retroviruses.

[56]  Francisco Torrens,et al.  Information entropy and the classification of local anaesthetics , 2007 .

[57]  Josh P. Roberts New growth in phylogeny programs , 2004 .

[58]  G J Williams,et al.  The Protein Data Bank: a computer-based archival file for macromolecular structures. , 1977, Journal of molecular biology.

[59]  Marc A. Martí-Renom,et al.  Characterization of Protein Hubs by Inferring Interacting Motifs from Protein Interactions , 2007, PLoS Comput. Biol..

[60]  J. Vaquerizas,et al.  Identification of conserved domains in the promoter regions of nitric oxide synthase 2: implications for the species-specific transcription and evolutionary differences , 2007, BMC Genomics.

[61]  J. Felsenstein Phylogenies from molecular sequences: inference and reliability. , 1988, Annual review of genetics.

[62]  Joaquín Dopazo,et al.  Using a Genetic Algorithm and a Perceptron for Feature Selection and Supervised Class Learning in DNA Microarray Data , 2003, Artificial Intelligence Review.

[63]  Jeremy Peirce A Buyer's guide to low-cost gel-documentation systems , 2004 .

[64]  O. Iordache,et al.  Classification of biomolecules by informational entropy , 1991 .

[65]  Carlos H. Tomich P. Silva,et al.  Homology modeling and molecular interaction field studies of α-glucosidases as a guide to structure-based design of novel proposed anti-HIV inhibitors , 2005, J. Comput. Aided Mol. Des..

[66]  I. Nath,et al.  Splenic and intestinal lymphocyte proliferation response in mice fed milk or yogurt and challenged with Salmonella typhimurium. , 1996, International journal of food sciences and nutrition.

[67]  J. Felsenstein Phylogenies and quantitative characters , 1988 .

[68]  C. Taft,et al.  Density functional and docking studies of retinoids for cancer treatment , 2004, Journal of molecular modeling.

[69]  C. Taft,et al.  Investigation of nucleoside analogs with anti‐HIV activity , 2003 .

[70]  Pam Frost Gorder Computing life's family tree [phylogeny] , 2005, Computing in Science & Engineering.

[71]  David E. Swayne,et al.  Characterization of the Reconstructed 1918 Spanish Influenza Pandemic Virus , 2005, Science.

[72]  M. Stoneking,et al.  Mitochondrial DNA and human evolution , 1987, Nature.

[73]  Alfonso Valencia,et al.  HCAD, closing the gap between breakpoints and genes , 2004, Nucleic Acids Res..

[74]  G. Painter,et al.  Conformation and Local Environment of Nucleotides Bound To Hiv Type 1 Reverse Transcriptase (HIV-1 RT) in The Ground State , 2000, Nucleosides, nucleotides & nucleic acids.

[75]  J. Dopazo,et al.  Primary genetic characterization of HIV-1 isolates from WHO-sponsored vaccine evaluation sites by the RNase-A mismatch method. , 1995, Virus research.

[76]  J. Mullins,et al.  Molecular Epidemiology of HIV Transmission in a Dental Practice , 1992, Science.

[77]  Jon E. Ahlquist,et al.  The phylogeny of the hominoid primates, as indicated by DNA-DNA hybridization , 2005, Journal of Molecular Evolution.

[78]  A Brodin,et al.  Phase diagram and aqueous solubility of the lidocaine-prilocaine binary system. , 1984, Journal of pharmaceutical sciences.

[79]  Joaquín Dopazo,et al.  Association study of 69 genes in the ret pathway identifies low-penetrance loci in sporadic medullary thyroid carcinoma. , 2007, Cancer research.

[80]  H. Gill,et al.  Enhancing immunity by dietary consumption of a probiotic lactic acid bacterium (Bifidobacterium lactis HN019): optimization and definition of cellular immune responses , 2000, European Journal of Clinical Nutrition.

[81]  New solubility models based on descriptors derived from the Detour Matrix , 2006 .

[82]  J. Taubenberger,et al.  The origin of the 1918 pandemic influenza virus: a continuing enigma. , 2003, The Journal of general virology.

[83]  M. C. Vega,et al.  New ligand-based approach for the discovery of antitrypanosomal compounds. , 2006, Bioorganic & medicinal chemistry letters.

[84]  Mayuso Kuno,et al.  Investigation on an Orientation and Interaction Energy of the Water Molecule in the HIV-1 Reverse Transcriptase Active Site by Quantum Chemical Calculations , 2003, J. Chem. Inf. Comput. Sci..

[85]  E. Capriotti,et al.  Use of estimated evolutionary strength at the codon level improves the prediction of disease‐related protein mutations in humans , 2008, Human mutation.

[86]  David C. Sterratt,et al.  Does Morphology Influence Temporal Plasticity? , 2002, ICANN.

[87]  J. Dopazo,et al.  A RT-PCR assay for the differential diagnosis of vesicular viral diseases of swine. , 1998, Journal of virological methods.

[88]  H. Suomalainen,et al.  Promotion of IgA immune response in patients with Crohn's disease by oral bacteriotherapy with Lactobacillus GG. , 1996, Annals of nutrition & metabolism.

[89]  J. Neigel,et al.  Demographic influences on mitochondrial DNA lineage survivorship in animal populations , 2005, Journal of Molecular Evolution.

[90]  Joseph Felsenstein,et al.  Parsimony in Systematics: Biological and Statistical Issues , 1983 .

[91]  J. P. Fawcett,et al.  Comparative efficacy and pharmacokinetics of racemic bupivacaine and S-bupivacaine in third molar surgery. , 2002, Journal of pharmacy & pharmaceutical sciences : a publication of the Canadian Society for Pharmaceutical Sciences, Societe canadienne des sciences pharmaceutiques.

[92]  Arnold Kaufmann,et al.  Exercices avec solutions sur la théorie des sous-ensembles flous , 1975 .

[93]  Joaquín Dopazo,et al.  Improved Class Prediction in DNA Microarray Gene Expression Data by Unsupervised Reduction of the Dimensionality followed by Supervised Learning with a Perceptron , 2003, J. VLSI Signal Process..

[94]  Joaquín Dopazo,et al.  Using Perceptrons for Supervised Classification of DNA Microarray Samples: Obtaining the Optimal Level of Information and Finding Differentially Expressed Genes , 2002, ICANN.

[95]  K. Roy,et al.  The HIV entry inhibitors revisited. , 2006, Current medicinal chemistry.

[96]  J. Dopazo Functional interpretation of microarray experiments. , 2006, Omics : a journal of integrative biology.

[97]  M. Stoneking,et al.  Neandertal DNA Sequences and the Origin of Modern Humans , 1997, Cell.

[98]  R. W. Davis,et al.  Population genetic implications from sequence variation in four Y chromosome genes. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[99]  A. Talevi,et al.  Application of descriptors based on Lipinski's rules in the QSPR study of aqueous solubilities. , 2007, Bioorganic & medicinal chemistry.

[100]  E. Domingo,et al.  Large deletions in the 5'-untranslated region of foot-and-mouth disease virus of serotype C. , 1995, Virus research.

[101]  J. Dopazo,et al.  A method for determining the position and size of optimal sequence regions for phylogenetic analysis , 1995, Journal of Molecular Evolution.

[102]  S. Salminen,et al.  Probiotic bacteria down‐regulate the milk‐induced inflammatory response in milk‐hypersensitive subjects but have an immunostimulatory effect in healthy subjects , 1998, Clinical and experimental allergy : journal of the British Society for Allergy and Clinical Immunology.

[103]  K. Roy,et al.  QSAR modeling of anti-HIV activities of alkenyldiarylmethanes using topological and physicochemical descriptors. , 2003, Drug design and discovery.

[104]  P. Kaleebu,et al.  Neutralization serotypes of human immunodeficiency virus type 1 field isolates are not predicted by genetic subtype. The WHO Network for HIV Isolation and Characterization , 1996, Journal of virology.

[105]  R A Sayle,et al.  RASMOL: biomolecular graphics for all. , 1995, Trends in biochemical sciences.

[106]  A. Ghose,et al.  A knowledge-based approach in designing combinatorial or medicinal chemistry libraries for drug discovery. 1. A qualitative and quantitative characterization of known drug databases. , 1999, Journal of combinatorial chemistry.

[107]  Joaquín Dopazo,et al.  PupaSNP Finder: a web tool for finding SNPs with putative effect at transcriptional level , 2004, Nucleic Acids Res..

[108]  Angel Herráez,et al.  Biomolecules in the computer: Jmol to the rescue , 2006, Biochemistry and molecular biology education : a bimonthly publication of the International Union of Biochemistry and Molecular Biology.

[109]  Francisco Torrens Computing the Kekulé structure count for alternant hydrocarbons , 2002 .

[110]  Joaquín Dopazo,et al.  Selective pressures at a codon-level predict deleterious mutations in human disease genes. , 2006, Journal of molecular biology.

[111]  Kurt Varmuza,et al.  Pattern recognition in chemistry , 1980 .

[112]  J. Cebra,et al.  Influences of microbiota on intestinal immune system development. , 1999, The American journal of clinical nutrition.

[113]  F. Torrens CORRIGENDUM: Effect of type, size and deformation on the polarizability of carbon nanotubes from atomic increments , 2006 .

[114]  B. Wood Origin and evolution of the genus Homo , 1992, Nature.

[115]  Joaquín Dopazo,et al.  Discovering molecular functions significantly related to phenotypes by combining gene expression data and biological information , 2005, Bioinform..

[116]  R. Foley Hominid species and stone-tool assemblages: how are they related? , 1987, Antiquity.

[117]  K. Sakaguchi,et al.  Three-dimensional structural model analysis of the binding site of an inhibitor, nervonic acid, of both DNA polymerase beta and HIV-1 reverse transcriptase. , 2002, Journal of biochemistry.

[118]  Jeffery K. Taubenberger,et al.  Characterization of the 1918 influenza virus polymerase genes , 2005, Nature.

[119]  Francisco Torrens,et al.  Predicting antitrichomonal activity: a computational screening using atom-based bilinear indices and experimental proofs. , 2006, Bioorganic & medicinal chemistry.

[120]  Topological QSAR modeling of cytotoxicity data of anti-HIV 5-phenyl-l-phenylamino-imidazole derivatives using GFA, G/PLS, FA and PCRA techniques , 2006 .

[121]  E. Schiffrin,et al.  Immunomodulation of human blood cells following the ingestion of lactic acid bacteria. , 1995, Journal of dairy science.

[122]  J. Dopazo,et al.  A procedure for detecting selection in highly variable viral genomes: evidence of positive selection in antigenic regions of capsid protein VP1 of foot-and-mouth disease virus. , 1998, Journal of virological methods.

[123]  Joaquín Dopazo,et al.  An Approach to Inferring Transcriptional Regulation Among Genes From Large-Scale Expression Data , 2003, Comparative and functional genomics.

[124]  Y. Marrero-Ponce,et al.  Discovery of Novel Trichomonacidals Using LDA‐Driven QSAR Models and Bond‐Based Bilinear Indices as Molecular Descriptors , 2009 .

[125]  R. Canfield THE AMINO ACID SEQUENCE OF EGG WHITE LYSOZYME. , 1963, The Journal of biological chemistry.

[126]  Emidio Capriotti,et al.  Computational RNA Structure Prediction , 2008 .

[127]  Joaquín Dopazo A new index to find regions showing an unexpected variability or conservation in sequence alignments , 1997, Comput. Appl. Biosci..

[128]  M. Gerstein,et al.  Systematic learning of gene functional classes from DNA array expression data by using multilayer perceptrons. , 2002, Genome research.

[129]  C. Stewart The powers and pitfalls of parsimony , 1993, Nature.

[130]  W. Goodwin,et al.  Molecular analysis of Neanderthal DNA from the northern Caucasus , 2000, Nature.

[131]  J. Gordon,et al.  Molecular analysis of commensal host-microbial relationships in the intestine. , 2001, Science.

[132]  J. Dopazo,et al.  Genetic characterization of populations of a de novo arisen sugar beet pest, aubeonymus mariaefranciscae (coleoptera, curculionidae), by RAPD analysis , 1997, Journal of Molecular Evolution.

[133]  Joaquín Dopazo,et al.  Next station in microarray data analysis: GEPAS , 2006, Nucleic Acids Res..

[134]  Berend Snel,et al.  Origin and evolution of the peroxisomal proteome , 2006, Biology Direct.

[135]  A. Dopazo,et al.  Gene expression analysis of chromosomal regions with gain or loss of genetic material detected by comparative genomic hybridization , 2004, Genes, chromosomes & cancer.

[136]  M. Steel The complexity of reconstructing trees from qualitative characters and subtrees , 1992 .

[137]  Francisco Torrens,et al.  Didáctica empírica de la forma molecular , 1989 .

[138]  J. Dopazo,et al.  Methods and approaches in the analysis of gene expression data. , 2001, Journal of immunological methods.

[139]  Maria J Martin,et al.  Comparing bacterial genomes through conservation profiles. , 2003, Genome research.

[140]  M. Ruvolo,et al.  Resolution of the African hominoid trichotomy by use of a mitochondrial gene sequence. , 1991, Proceedings of the National Academy of Sciences of the United States of America.

[141]  Xin Chen,et al.  An information-based sequence distance and its application to whole mitochondrial genome phylogeny , 2001, Bioinform..

[142]  P. E. Bourne,et al.  WPDB– PC Windows‐based interrogation of macromolecular structure , 1995 .

[143]  J. Dopazo,et al.  Evidence for systems-level molecular mechanisms of tumorigenesis , 2007, BMC Genomics.

[144]  J. Dopazo,et al.  Contribution of Mutation and RNA Recombination to the Evolution of a Plant Pathogenic RNA , 2014, Journal of Molecular Evolution.

[145]  A. Di Rienzo,et al.  Branching pattern in the evolutionary tree for human mitochondrial DNA. , 1991, Proceedings of the National Academy of Sciences of the United States of America.

[146]  L. Defrancesco Mechanisms of speciation , 2003 .

[147]  Joaquín Dopazo,et al.  FatiGO: a web tool for finding significant associations of Gene Ontology terms with groups of genes , 2004, Bioinform..

[148]  J. Dopazo,et al.  Phylogenetic relationships of european strains of porcine reproductive and respiratory syndrome virus (PRRSV) inferred from DNA sequences of putative ORF-5 and ORF-7 genes. , 1996, Virus research.

[149]  José Gadea,et al.  Transcriptional response of Citrus aurantifolia to infection by Citrus tristeza virus. , 2007, Virology.

[150]  C. E. SHANNON,et al.  A mathematical theory of communication , 1948, MOCO.

[151]  T. Gabaldón Evolution of proteins and proteomes: a phylogenetics approach , 2005, Evolutionary bioinformatics online.

[152]  T. Matsuzaki,et al.  Enhancement of natural killer cytotoxicity delayed murine carcinogenesis by a probiotic microorganism. , 2001, Carcinogenesis.

[153]  Joaquín Dopazo,et al.  PupasView: a visual tool for selecting suitable SNPs, with putative pathological effect in genes, for genotyping purposes , 2005, Nucleic Acids Res..

[154]  BioChem Press,et al.  Computing the Permanent of the Adjacency Matrix for Fullerenes , 2002 .

[155]  Martijn A. Huynen,et al.  From Endosymbiont to Host-Controlled Organelle: The Hijacking of Mitochondrial Protein Synthesis and Metabolism , 2007, PLoS Comput. Biol..

[156]  Vincent M. Sarich,et al.  Immunological Time Scale for Hominid Evolution , 1967, Science.

[157]  J. Hadgraft,et al.  A mechanistic investigation of the in vitro human skin permeation enhancing effect of Azone , 1996 .

[158]  Joaquín Dopazo,et al.  Combining hierarchical clustering and self-organizing maps for exploratory analysis of gene expression patterns. , 2002, Journal of proteome research.

[159]  Modesto Orozco,et al.  Exploring the reasons for the large density of triplex-forming oligonucleotide target sequences in the human regulatory regions , 2006, BMC Genomics.

[160]  J. Dopazo,et al.  Identification of optimal regions for phylogenetic studies on VP1 gene of foot-and-mouth disease virus: analysis of types A and O Argentinean viruses. , 2001, Veterinary research.

[161]  R. Skinner,et al.  EMLA Versus Ice as a Topical Anesthetic , 2001, Dermatologic surgery : official publication for American Society for Dermatologic Surgery [et al.].

[162]  Joaquín Dopazo,et al.  ERCC4 associated with breast cancer risk: a two-stage case-control study using high-throughput genotyping. , 2006, Cancer research.

[163]  J. Coffin,et al.  Search for the Mechanism of Genetic Variation in the pro Gene of Human Immunodeficiency Virus , 1999, Journal of Virology.

[164]  M. J. Morant,et al.  Skin permeation model of phenylalkylcarboxylic homologous acids and their enhancer effect on percutaneous penetration of 5-Fluorouracil , 1996 .

[165]  Joaquín Dopazo,et al.  Self-organizing tree growing network for classifying amino acids , 1998 .

[166]  Joaquín Dopazo,et al.  The role of the environment in Parkinson's disease. , 1996, Nucleic Acids Res..

[167]  J. Dopazo,et al.  The prognostic relevance of the nonstructural 5A gene interferon sensitivity determining region is different in infections with genotype 1b and 3a isolates of hepatitis C virus. , 1998, The Journal of infectious diseases.

[168]  Joaquín Dopazo,et al.  Functional profiling of microarray experiments using text-mining derived bioentities , 2007, Bioinform..

[169]  Jr. Earl E. Swartzlander,et al.  VLSI Signal Processing Systems , 1985 .

[170]  Li Yang,et al.  New invariant of DNA sequence based on 3DD‐curves and its application on phylogeny , 2007, J. Comput. Chem..

[171]  Francisco Torrens,et al.  Non-stochastic quadratic fingerprints and LDA-based QSAR models in hit and lead generation through virtual screening: theoretical and experimental assessment of a promising method for the discovery of new antimalarial compounds. , 2006, European journal of medicinal chemistry.

[172]  Tulio de Oliveira,et al.  Molecular Epidemiology: HIV-1 and HCV sequences from Libyan outbreak , 2006, Nature.

[173]  Kunal Roy,et al.  QSAR Analyses of 3-(4-Benzylpiperidin-1-yl)-N-phenylpropylamine Derivatives as Potent CCR5 Antagonists , 2005, J. Chem. Inf. Model..

[174]  Borja Saez,et al.  Identification of overexpressed genes in frequently gained/amplified chromosome regions in multiple myeloma. , 2006, Haematologica.

[175]  Marc A. Martí-Renom,et al.  The AnnoLite and AnnoLyze programs for comparative annotation of protein structures , 2007, BMC Bioinformatics.

[176]  A. Conesa,et al.  Spatial Differentiation in the Vegetative Mycelium of Aspergillus niger , 2007, Eukaryotic Cell.

[177]  Joaquín Dopazo,et al.  Phylemon: a suite of web tools for molecular evolution, phylogenetics and phylogenomics , 2007, Nucleic Acids Res..

[178]  Toni Gabaldón,et al.  Computational approaches for the prediction of protein function in the mitochondrion. , 2006, American journal of physiology. Cell physiology.

[179]  J. Dopazo,et al.  Antigenic structure of the human respiratory syncytial virus G glycoprotein and relevance of hypermutation events for the generation of antigenic variants. , 1997, The Journal of general virology.

[180]  Francisco Torrens,et al.  Calculations on cyclopyranoses as co-solvents of single-wall carbon nanotubes , 2005 .

[181]  M. Herráez,et al.  Skin permeation model of phenyl alcohols: comparison of experimental conditions , 1998 .

[182]  Yovani Marrero-Ponce,et al.  A linear discrimination analysis based virtual screening of trichomonacidal lead-like compounds: outcomes of in silico studies supported by experimental results. , 2005, Bioorganic & medicinal chemistry letters.

[183]  Ben M. Webb,et al.  Comparative Protein Structure Modeling Using MODELLER , 2007, Current protocols in protein science.

[184]  Kunal Roy,et al.  Classical QSAR Modeling of CCR5 Receptor Binding Affinity of Substituted Benzylpyrazoles , 2004 .

[185]  S. Pääbo,et al.  Mitochondrial genome variation and the origin of modern humans , 2000, Nature.

[186]  Kunal Roy,et al.  QSAR modeling of HIV-1 reverse transcriptase inhibitor 2-amino-6-arylsulfonylbenzonitriles and congeners using molecular connectivity and E-state parameters. , 2004, Bioorganic & medicinal chemistry.

[187]  Zaida Luthey-Schulten,et al.  MultiSeq: unifying sequence and structure data for evolutionary analysis , 2006, BMC Bioinformatics.

[188]  BioChem Press,et al.  Principal Component Analysis of New Structural Parameters for Fullerenes , 2003 .

[189]  Joaquin Dopazo,et al.  Self‐organizing tree‐growing network for the classification of protein sequences , 1998, Protein science : a publication of the Protein Society.

[190]  A. von Haeseler,et al.  Independent origins of New Zealand moas and kiwis. , 1992, Proceedings of the National Academy of Sciences of the United States of America.

[191]  G. Toulouse,et al.  Ultrametricity for physicists , 1986 .

[192]  A. Dopazo,et al.  Identification of genes involved in resistance to interferon-alpha in cutaneous T-cell lymphoma. , 2002, The American journal of pathology.

[193]  Octavio Díez-Sales,et al.  A modelistic approach showing the importance of the stagnant aqueous layers in in vitro diffusion studies, and in vitro-in vivo correlations , 1991 .

[194]  Ricardo del Corazón Grau-Ábalo,et al.  Bond-based linear indices in QSAR: computational discovery of novel anti-trichomonal compounds , 2008, J. Comput. Aided Mol. Des..

[195]  Alfonso Valencia,et al.  A hierarchical unsupervised growing neural network for clustering gene expression patterns , 2001, Bioinform..

[196]  Romeo B. Wagner,et al.  Synthetic organic chemistry , 1953 .

[197]  Andrés Moya,et al.  Structural analyses of a hypothetical minimal metabolism , 2007, Philosophical Transactions of the Royal Society B: Biological Sciences.

[198]  J. Dopazo,et al.  Sequence analysis of HIV-1vif gene in Spanish isolates , 1995, Virus Genes.

[199]  A Piazza,et al.  Reconstruction of human evolution: bringing together genetic, archaeological, and linguistic data. , 1988, Proceedings of the National Academy of Sciences of the United States of America.

[200]  David Fernández-Baca,et al.  Rainbow: a toolbox for phylogenetic supertree construction and analysis , 2004, Bioinform..

[201]  F. Torrens,et al.  Asymptotic Analysis of Coagulation–Fragmentation Equations of Carbon Nanotube Clusters , 2007, Nanoscale Research Letters.

[202]  Carlton A Taft,et al.  Rational design of novel diketoacid-containing ferrocene inhibitors of HIV-1 integrase. , 2005, Bioorganic chemistry.

[203]  J. Cornfield,et al.  A multivariate analysis of the risk of coronary heart disease in Framingham. , 1967, Journal of chronic diseases.

[204]  Daniel Tondeur,et al.  Equipartition of entropy production. An optimality criterion for transfer and separation processes , 1987 .

[205]  C. Blaschke,et al.  Expression profiles and biological function. , 2000, Genome informatics. Workshop on Genome Informatics.

[206]  J. Benítez,et al.  Expression Profiling of T-Cell Lymphomas Differentiates Peripheral and Lymphoblastic Lymphomas and Defines Survival Related Genes , 2004, Clinical Cancer Research.

[207]  M Hendlich,et al.  Databases for protein-ligand complexes. , 1998, Acta crystallographica. Section D, Biological crystallography.

[208]  J. P. Benzécri L'AVENIR DE L'ANALYSE DES DONNEES , 1983 .

[209]  J. Dopazo,et al.  Phylogenetic Reconstruction Using an Unsupervised Growing Neural Network That Adopts the Topology of a Phylogenetic Tree , 1997, Journal of Molecular Evolution.

[210]  Francisco Torrens Zaragozá Filogénesis de los simios antropoides , 2000 .

[211]  F. Rochat,et al.  Modulation of a specific humoral immune response and changes in intestinal flora mediated through fermented milk intake. , 1994, FEMS immunology and medical microbiology.

[212]  J. Bull,et al.  Experimental phylogenetics: generation of a known phylogeny. , 1992, Science.

[213]  Marc A. Martí-Renom,et al.  DBAli tools: mining the protein structure space , 2007, Nucleic Acids Res..

[214]  Francisco Torrens,et al.  Effect of size and deformation on polarizabilities of carbon nanotubes from atomic increments , 2004, Future Gener. Comput. Syst..

[215]  Joaquín Dopazo,et al.  DNMAD: web-based diagnosis and normalization for microarray data , 2004, Bioinform..

[216]  B. Snel,et al.  Toward Automatic Reconstruction of a Highly Resolved Tree of Life , 2006, Science.

[217]  F. Torrens Fractal Hybrid Orbitals Analysis of the Tertiary Structure of Protein Molecules† , 2002, Molecules : A Journal of Synthetic Chemistry and Natural Product Chemistry.

[218]  F. Torrens Periodic Table of Carbon Nanotubes Based on the Chiral Vector , 2003 .

[219]  F. Lombardo,et al.  Experimental and computational approaches to estimate solubility and permeability in drug discovery and development settings , 1997 .

[220]  Joaquín Dopazo,et al.  Joint annotation of coding and non-coding single nucleotide polymorphisms and mutations in the SNPeffect and PupaSuite databases , 2007, Nucleic Acids Res..

[221]  Joaquín Dopazo,et al.  GEPAS: a web-based resource for microarray gene expression data analysis , 2003, Nucleic Acids Res..

[222]  J. Dopazo,et al.  Comparative study of the genetic variability in thymidine kinase and glycoprotein B genes of herpes simplex viruses by the RNase A mismatch cleavage method. , 1995, Virus research.

[223]  Claude E. Shannon,et al.  The mathematical theory of communication , 1950 .

[224]  Erik De Clercq,et al.  New developments in anti-HIV chemotherapy , 2001 .

[225]  Joaquín Dopazo,et al.  Positive Selection, Relaxation, and Acceleration in the Evolution of the Human and Chimp Genome , 2006, PLoS Comput. Biol..

[226]  P. Friedman,et al.  Comparative study of the efficacy of four topical anesthetics. , 1999, Dermatologic surgery : official publication for American Society for Dermatologic Surgery [et al.].

[227]  Joaquín Dopazo,et al.  Data Analysis and Visualization in Genomics and Proteomics , 2005 .

[228]  J. Dopazo,et al.  The human phylome , 2007, Genome Biology.

[229]  Joaquín Dopazo,et al.  PhylomeDB: a database for genome-wide collections of gene phylogenies , 2007, Nucleic Acids Res..

[230]  Francisco Torrens,et al.  Periodic Classification of Local Anaesthetics (Procaine Analogues) , 2006 .

[231]  Francisco Torrens,et al.  Table of Periodic Properties of Fullerenes Based on Structural Parameters , 2004, J. Chem. Inf. Model..

[232]  J. Hadgraft,et al.  The Enhancer Effect of Several Phenyl Alcohols on Percutaneous Penetration of 5-Fluorouracil , 1997, Pharmaceutical Research.

[233]  Joaquín Dopazo,et al.  BABELOMICS: a systems biology perspective in the functional annotation of genome-scale experiments , 2006, Nucleic Acids Res..

[234]  Francisco Torrens Partition of Solvents and Co-Solvents of Nanotubes: Proteins and Cyclopyranoses , 2005 .

[235]  F. Ayala,et al.  Assessing dissimilarity of genes by comparing their RNAse A mismatch cleavage patterns. , 1996, Genetics.

[236]  Kunal Roy,et al.  QSAR by LFER model of HIV protease inhibitor mannitol derivatives using FA-MLR, PCRA, and PLS techniques. , 2006, Bioorganic & medicinal chemistry.

[237]  Joaquín Dopazo,et al.  GEPAS, an experiment-oriented pipeline for the analysis of microarray gene expression data , 2005, Nucleic Acids Res..

[238]  Ana Osorio,et al.  A predictor based on the somatic genomic changes of the BRCA1/BRCA2 breast cancer tumors identifies the non-BRCA1/BRCA2 tumors with BRCA1 promoter hypermethylation. , 2005, Clinical cancer research : an official journal of the American Association for Cancer Research.

[239]  W. Hammes,et al.  Activation of Human Peripheral Blood Mononuclear Cells by Nonpathogenic Bacteria In Vitro: Evidence of NK Cells as Primary Targets , 2000, Infection and Immunity.

[240]  Joaquín Dopazo,et al.  Prophet, a web-based tool for class prediction using microarray data , 2007, Bioinform..

[241]  K. Roy,et al.  Classical QSAR Modeling of HIV‐1 Reverse Transcriptase Inhibitor 2‐Amino‐6‐arylsulfonylbenzonitriles and Congeners , 2004 .

[242]  G. Perdigón,et al.  Effect of yogurt feeding on the small and large intestine associated lymphoid cells in mice , 1994, Journal of Dairy Research.

[243]  Ronald J. A. Wanders,et al.  PeroxisomeDB: a database for the peroxisomal proteome, functional genomics and disease , 2006, Nucleic Acids Res..

[244]  J. Dopazo,et al.  A function-centric approach to the biological interpretation of microarray time-series. , 2006, Genome informatics. International Conference on Genome Informatics.

[245]  Age K. Smilde,et al.  Discovering gene expression patterns in time course microarray experiments by ANOVA-SCA , 2007, Bioinform..

[246]  C. Taft,et al.  Computer-aided Molecular Design of Novel Glucosidase Inhibitors for AIDS Treatment , 2004, Journal of biomolecular structure & dynamics.

[247]  J. Dopazo,et al.  Potato virus Y group C isolates are a homogeneous pathotype but two different genetic strains. , 1998, The Journal of general virology.

[248]  Y. Marrero-Ponce,et al.  Quick Access to Potential Trichomonacidals through Bond Linear Indices-Trained Ligand-Based virtual Screening Models , 2006 .

[249]  Joaquín Dopazo,et al.  Gene expression data preprocessing , 2003, Bioinform..

[250]  J. Dopazo,et al.  Genome-scale evidence of the nematode-arthropod clade , 2005, Genome Biology.

[251]  J. Hermann,et al.  The primary structure of duck egg-white lysozyme II. , 1970, Biochimica et biophysica acta.

[252]  P. Jones Strategies for Antiviral Drug Discovery , 1998, Antiviral chemistry & chemotherapy.

[253]  J. Dopazo,et al.  The CD36, CLA-1 (CD36L1), and LIMPII (CD36L2) gene family: cellular distribution, chromosomal location, and genetic evolution. , 1995, Genomics.

[254]  J. Pestka,et al.  Proinflammatory cytokine and nitric oxide induction in murine macrophages by cell wall and cytoplasmic extracts of lactic acid bacteria. , 1999, Journal of food protection.

[255]  Kerstin Hoef-Emden,et al.  Molecular phylogenetic analyses and real-life data , 2005, Comput. Sci. Eng..

[256]  J. Cigudosa,et al.  A novel candidate region linked to development of both pheochromocytoma and head/neck paraganglioma , 2005, Genes, chromosomes & cancer.

[257]  M. Herráez,et al.  A comparative "in vitro" study of permeability with different synthetic and biological membranes. , 1991, European journal of drug metabolism and pharmacokinetics.

[258]  P. Marteau,et al.  Protection from gastrointestinal diseases with the use of probiotics. , 2001, The American journal of clinical nutrition.

[259]  F. Torrens,et al.  Fractals for hybrid orbitals in protein models , 1998, Proceedings. 1998 IEEE International Conference on Information Technology Applications in Biomedicine, ITAB '98 (Cat. No.98EX188).

[260]  Bongshin Lee,et al.  Visualizations for taxonomic and phylogenetic trees , 2004, Bioinform..

[261]  Joaquín Dopazo,et al.  An image-processing approach to dotplots: an X-Window-based program for interactive analysis of dotplots derived from sequence and structural data , 1995, Comput. Appl. Biosci..

[262]  Joaquín Dopazo,et al.  Phylogenetic Analysis of Viroid and Viroid-Like Satellite RNAs from Plants: A Reassessment , 2001, Journal of Molecular Evolution.

[263]  Joaquín Dopazo,et al.  Highly Specific and Accurate Selection of siRNAs for High-Throughput Functional Assays , 2005, Spanish Bioinformatics Conference.

[264]  Joaquín Dopazo,et al.  ISACGH: a web-based environment for the analysis of Array CGH and gene expression which includes functional profiling , 2007, Nucleic Acids Res..

[265]  O. Díez‐Sales,et al.  The prediction of percutaneous absorption. I: Influence of the dermis on in vitro permeation models , 1993 .

[266]  Joaquín Dopazo,et al.  PupaSuite: finding functional single nucleotide polymorphisms for large-scale genotyping purposes , 2006, Nucleic Acids Res..

[267]  Xiao-Qing Liu,et al.  Linear regression model of DNA sequences and its application , 2007, J. Comput. Chem..

[268]  B. Strukelj,et al.  Screening of selected plant extracts for in vitro inhibitory activity on HIV-1 reverse transcriptase (HIV-1 RT). , 2000, Pharmazie.

[269]  Michael S. Kay,et al.  Protein Design of an HIV-1 Entry Inhibitor , 2001, Science.

[270]  Joaquín Dopazo,et al.  BABELOMICS: a suite of web tools for functional annotation and analysis of groups of genes in high-throughput experiments , 2005, Nucleic Acids Res..

[271]  Khalid Sayood,et al.  A new sequence distance measure for phylogenetic tree construction , 2003, Bioinform..

[272]  J. Antoine,et al.  Effect of fermented milk containing the probiotic Lactobacillus casei DN-114001 on winter infections in free-living elderly subjects: a randomised, controlled pilot study. , 2003, The journal of nutrition, health & aging.

[273]  C. De Simone,et al.  Enhancement of immune response of murine Peyer's patches by a diet supplemented with yogurt. , 1987, Immunopharmacology and immunotoxicology.

[274]  N. Carter,et al.  Cloning of a new familial t(3;8) translocation associated with conventional renal cell carcinoma reveals a 5 kb microdeletion and no gene involved in the rearrangement. , 2004, Human molecular genetics.

[275]  R W Ellis,et al.  New technologies for making vaccines. , 1999, Vaccine.

[276]  Francisco Torrens,et al.  Effect of packing on the cluster nature of C nanotubes: An information entropy analysis , 2007, Microelectron. J..

[277]  L. Aiello,et al.  Palaeoanthropology: Our newest oldest ancestor? , 2001, Nature.

[278]  Daniel H. Huson,et al.  SplitsTree: analyzing and visualizing evolutionary data , 1998, Bioinform..

[279]  Carlton A. Taft,et al.  MOLECULAR DYNAMICS, DOCKING, DENSITY FUNCTIONAL, AND ADMET STUDIES OF HIV-1 REVERSE TRANSCRIPTASE INHIBITORS , 2006 .