Imperial College London
Alternate

ProfessorMichaelSternberg

Faculty of Natural Sciences, Department of Life Sciences

Director, Systems Biology and Bioinformatics Centre
 
 
 
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Contact

 

+44 (0)20 7594 5212m.sternberg Website

 
 
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Location

 

306Sir Ernst Chain BuildingSouth Kensington Campus

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Summary

 

Publications

Publication Type
Year
to

368 results found

Oliva B, Bates PA, Querol E, Aviles FX, Sternberg MJEet al., 1997, An automated classification of the structure of protein loops, JOURNAL OF MOLECULAR BIOLOGY, Vol: 266, Pages: 814-830, ISSN: 0022-2836

Journal article

Srinivasan A, King RD, Muggleton SH, Sternberg MJEet al., 1997, Carcinogenesis predictions using ILP, Pages: 273-287, ISSN: 0302-9743

Obtaining accurate structural alerts for the causes of chemical cancers is a problem of great scientific and humanitarian value. This paper follows up on earlier research that demonstrated the use of Inductive Logic Programming (ILP) for predictions for the related problem of mutagenic activity amongst nitroaromatic molecules. Here we are concerned with predicting carcinogenic activity in rodent bioassays using data from the U.S. National Toxicology Program conducted by the National Institute of Environmental Health Sciences. The 330 chemicals used here are significantly more diverse than the previous study, and form the basis for obtaining Structure-Activity Relationships (SARs) relating molecular structure to cancerous activity in rodents. We describe the use of the ILP system Progol to obtain SARs from this data. The rules obtained from Progol are comparable in accuracy to those from expert chemists, and more accurate than most state-of-the-art toxicity prediction methods. The rules can also be interpreted to give clues about the biological and chemical mechanisms of carcinogenesis, and make use of those learnt by Progol for mutagenesis. Finally, we present details of, and predictions for, an ongoing international blind trial aimed specifically at comparing prediction methods. This trial provides ILP algorithms an opportunity to participate at the leading-edge of scientific discovery.

Conference paper

Srinivasan A, King RD, Muggleton SH, Sternberg MJEet al., 1997, Carcinogenesis predictions using inductive logic programming, 1st International Workshop on Intelligent Data Analysis in Medicine and Pharmacology (IDAMAP-96), at the 12th European Conference on Artificial Intelligence (ECAI-96), Publisher: KLUWER ACADEMIC PUBLISHERS, Pages: 243-260

Conference paper

Srinivasan A, King RD, Muggleton SH, Sternberg MJEet al., 1997, The Predictive Toxicology Evaluation challenge, 15th International Joint Conference on Artificial Intelligence, Publisher: MORGAN KAUFMANN PUB INC, Pages: 4-9, ISSN: 1045-0823

Conference paper

Bates PA, Jackson RM, Sternberg MJE, 1997, Model building by comparison: A combination of expert knowledge and computer automation, PROTEINS-STRUCTURE FUNCTION AND BIOINFORMATICS, Pages: 59-67, ISSN: 0887-3585

Journal article

Harrison PM, Sternberg MJE, 1996, The disulphide beta-cross: From cystine geometry and clustering to classification of small disulphide-rich protein folds, JOURNAL OF MOLECULAR BIOLOGY, Vol: 264, Pages: 603-623, ISSN: 0022-2836

Journal article

King RD, Sternberg MJE, 1996, Identification and application of the concepts important for accurate and reliable protein secondary structure prediction, PROTEIN SCIENCE, Vol: 5, Pages: 2298-2310, ISSN: 0961-8368

Journal article

Srinivasan A, Muggleton SH, Sternberg MJE, King RDet al., 1996, Theories for mutagenicity: A study in first-order and feature-based induction, ARTIFICIAL INTELLIGENCE, Vol: 85, Pages: 277-299, ISSN: 0004-3702

Journal article

Brutlag DL, Sternberg MJ, 1996, Sequences and topology challenges for algorithms and experts., Curr Opin Struct Biol, Vol: 6, Pages: 343-345, ISSN: 0959-440X

Journal article

Brutlag DL, Sternberg MJE, 1996, Sequences and topology - Challenges for algorithms and experts - Editorial overview, CURRENT OPINION IN STRUCTURAL BIOLOGY, Vol: 6, Pages: 343-345, ISSN: 0959-440X

Journal article

King RD, Srinivasan A, Sternberg MJE, 1996, Relating chemical activity to structure: An examination of ILP successes, New Generation Computing, Vol: 14, ISSN: 0288-3635

Journal article

Strynadka NCJ, Eisenstein M, KatchalskiKatzir E, Shoichet BK, Kuntz ID, Abagyan R, Totrov M, Janin J, Cherfils J, Zimmerman F, Olson A, Duncan B, Rao M, Jackson R, Sternberg M, James MNGet al., 1996, Molecular docking programs successfully predict the binding of a beta-lactamase inhibitory protein to TEM-1 beta-lactamase, NATURE STRUCTURAL BIOLOGY, Vol: 3, Pages: 233-239, ISSN: 1072-8368

Journal article

Russell RB, Sternberg MJE, 1996, A novel binding site in catalase is suggested by structural similarity to the calycin superfamily, PROTEIN ENGINEERING, Vol: 9, Pages: 107-111, ISSN: 0269-2139

Journal article

King RD, Muggleton SH, Srinivasan A, Sternberg MJEet al., 1996, Structure-activity relationships derived by machine learning: The use of atoms and their bond connectivities to predict mutagenicity by inductive logic programming, PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, Vol: 93, Pages: 438-442, ISSN: 0027-8424

Journal article

King RD, Srinivasan A, Sternberg MJE, 1996, Relating chemical activity to structure: An examination of ILP successes (vol 13, pg 411, 1995), NEW GENERATION COMPUTING, Vol: 14, Pages: 109-109, ISSN: 0288-3635

Journal article

Sternberg MJE, 1996, Protein Structure Prediction - A Practical Approach, Oxford, Publisher: Oxford University Press

Book

Bates PA, Jackson RM, Sternberg MJE, 1996, Prediction of protein structures and their docking, 7th SmithKline-Beecham International Symposium on Genomes, Molecular Biology and Drug Discovery, Publisher: ACADEMIC PRESS LTD, Pages: 73-86

Conference paper

ELLIS SW, HAYHURST GP, SMITH G, LIGHTFOOT T, WONG MMS, SIMULA AP, ACKLAND MJ, STERNBERG MJE, LENNARD MS, TUCKER GT, WOLF CRet al., 1995, EVIDENCE THAT ASPARTIC-ACID-301 IS A CRITICAL SUBSTRATE-CONTACT RESIDUE IN THE ACTIVE-SITE OF CYTOCHROME-P450 2D6, JOURNAL OF BIOLOGICAL CHEMISTRY, Vol: 270, Pages: 29055-29058, ISSN: 0021-9258

Journal article

DOIG AJ, STERNBERG MJE, 1995, SIDE-CHAIN CONFORMATIONAL ENTROPY IN PROTEIN-FOLDING, PROTEIN SCIENCE, Vol: 4, Pages: 2247-2251, ISSN: 0961-8368

Journal article

CHICKOS JS, STERNBERG MJE, 1995, A TEST OF THE APPLICABILITY OF SMALL-MOLECULE GROUP ADDITIVITY PARAMETERS IN THE ESTIMATION OF FUSION ENTROPIES OF MACROMOLECULES, THERMOCHIMICA ACTA, Vol: 264, Pages: 13-26, ISSN: 0040-6031

Journal article

JACKSON RM, STERNBERG MJE, 1995, A CONTINUUM MODEL FOR PROTEIN-PROTEIN INTERACTIONS - APPLICATION TO THE DOCKING PROBLEM, JOURNAL OF MOLECULAR BIOLOGY, Vol: 250, Pages: 258-275, ISSN: 0022-2836

Journal article

ISLAM SA, LUO JC, STERNBERG MJE, 1995, IDENTIFICATION AND ANALYSIS OF DOMAINS IN PROTEINS, PROTEIN ENGINEERING, Vol: 8, Pages: 513-525, ISSN: 0269-2139

Journal article

RUSSELL RB, STERNBERG MJE, 1995, STRUCTURE PREDICTION - HOW GOOD ARE WE, CURRENT BIOLOGY, Vol: 5, Pages: 488-490, ISSN: 0960-9822

Journal article

STERNBERG MJE, MUGGLETON S, SHRINIVASAN A, 1995, DRUG DESIGN BY MACHINE LEARNING, ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, Vol: 209, Pages: 165-COMP, ISSN: 0065-7727

Journal article

KING RD, HIRST JD, STERNBERG MJE, 1995, COMPARISON OF ARTIFICIAL-INTELLIGENCE METHODS FOR MODELING PHARMACEUTICAL QSARS, APPLIED ARTIFICIAL INTELLIGENCE, Vol: 9, Pages: 213-233, ISSN: 0883-9514

Journal article

Sternberg MJ, Hegyi H, Islam SA, Luo J, Russell RBet al., 1995, Towards an intelligent system for the automatic assignment of domains in globular proteins., Proc Int Conf Intell Syst Mol Biol, Vol: 3, Pages: 376-383, ISSN: 1553-0833

The automatic identification of protein domains from coordinates is the first step in the classification of protein folds and hence is required for databases to guide structure prediction. Most algorithms encode a single concept based and sometimes do not yield assignments that are consistent with the generally accepted perception. Our development of an automatic approach to identify reliably domains from protein coordinates is described. The algorithm is benchmarked against a manual identification of the domains in 284 representative protein chains. The first step is the domain assignment by distance (DAD) algorithm that considers the density of inter-residue contacts represented in a contact matrix. The algorithm yields 85% agreement with the manual assignment. The paper then considers how the reliability of these assignments could be evaluated. Finally the use of structural comparisons using the STAMP algorithm to validate domain assignment is reported on a test case.

Journal article

KING RD, STERNBERG MJE, SRINIVASAN A, 1995, RELATING CHEMICAL ACTIVITY TO STRUCTURE - AN EXAMINATION OF ILP SUCCESSES, NEW GENERATION COMPUTING, Vol: 13, Pages: 411-433, ISSN: 0288-3635

Journal article

HARRISON PM, STERNBERG MJE, 1994, ANALYSIS AND CLASSIFICATION OF DISULFIDE CONNECTIVITY IN PROTEINS - THE ENTROPIC EFFECT OF CROSS-LINKAGE, JOURNAL OF MOLECULAR BIOLOGY, Vol: 244, Pages: 448-463, ISSN: 0022-2836

Journal article

ADZHUBEI AA, STERNBERG MJE, 1994, CONSERVATION OF POLYPROLINE-II HELICES IN HOMOLOGOUS PROTEINS - IMPLICATIONS FOR STRUCTURE PREDICTION BY MODEL-BUILDING, PROTEIN SCIENCE, Vol: 3, Pages: 2395-2410, ISSN: 0961-8368

Journal article

KING RD, CLARK DA, SHIRAZI J, STERNBERG MJEet al., 1994, ON THE USE OF MACHINE LEARNING TO IDENTIFY TOPOLOGICAL RULES IN THE PACKING OF BETA-STRANDS, PROTEIN ENGINEERING, Vol: 7, Pages: 1295-1303, ISSN: 0269-2139

Journal article

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