Charles Lawrence (mathematician)
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Charles "Chip" Lawrence is an American bioinformatician and mathematician, who is the pioneer in developing novel statistical approaches to biological sequence analysis. After his PhD graduation, Lawrence became the assistant professor in Systems Engineering and Operations Research and Statistics, in
Rensselaer Polytechnic Institute Rensselaer Polytechnic Institute () (RPI) is a private research university in Troy, New York, with an additional campus in Hartford, Connecticut. A third campus in Groton, Connecticut closed in 2018. RPI was established in 1824 by Stephen Van ...
. In the same time period of time (1971–1975), Lawrence worked as the consultant to the Ministry of Maternal and Child Health in
Dominican Republic The Dominican Republic ( ; es, República Dominicana, ) is a country located on the island of Hispaniola in the Greater Antilles archipelago of the Caribbean region. It occupies the eastern five-eighths of the island, which it shares wit ...
. From 1975 to 1981, he worked in the New York State Department of Health as the Director of Operations Research and Statistics, in the Division of
Epidemiology Epidemiology is the study and analysis of the distribution (who, when, and where), patterns and determinants of health and disease conditions in a defined population. It is a cornerstone of public health, and shapes policy decisions and evidenc ...
. Now, he is the Professor of Applied Mathematics and Center for computational Molecular Biology, at Brown University. From 2004 to 2006, he was the director of the Center for Computational Biology. Now he is the director of the Statistical Molecular Biology Group (SMBG), at
Brown University Brown University is a private research university in Providence, Rhode Island. Brown is the seventh-oldest institution of higher education in the United States, founded in 1764 as the College in the English Colony of Rhode Island and Providenc ...
. Lawrence's key scientific works to date are focusing on algorithmic approaches to biological sequence analysis. In fact, he was one of the first to recognize that the inherent statistical nature of genomic processes and the immense data resulting from genomic sequencing projects could only be fully analyzed by using statistical algorithms.


Early life and education

Lawrence got his bachelor's degree in 1967, in
Rensselaer Polytechnic Institute Rensselaer Polytechnic Institute () (RPI) is a private research university in Troy, New York, with an additional campus in Hartford, Connecticut. A third campus in Groton, Connecticut closed in 2018. RPI was established in 1824 by Stephen Van ...
, majoring in physics. After the graduation from
Rensselaer Polytechnic Institute Rensselaer Polytechnic Institute () (RPI) is a private research university in Troy, New York, with an additional campus in Hartford, Connecticut. A third campus in Groton, Connecticut closed in 2018. RPI was established in 1824 by Stephen Van ...
, he pursued further education in
Cornell University Cornell University is a private statutory land-grant research university based in Ithaca, New York. It is a member of the Ivy League. Founded in 1865 by Ezra Cornell and Andrew Dickson White, Cornell was founded with the intention to teach an ...
and moved to another research field: Applied Operation Research and Statistics in Environmental Engineering. He finished his PhD in 1971. His dissertation topic is
population dynamics Population dynamics is the type of mathematics used to model and study the size and age composition of populations as dynamical systems. History Population dynamics has traditionally been the dominant branch of mathematical biology, which has ...
. Lawrence did not switch to bioinformatics until he finished his PhD study.


Research interests and contributions

Since the 1980s, Lawrence started the research in the field of
computational biology Computational biology refers to the use of data analysis, mathematical modeling and computational simulations to understand biological systems and relationships. An intersection of computer science, biology, and big data, the field also has fo ...
. focusing on algorithmic approaches, he was a pioneer in developing novel statistical approaches to biological sequence analysis.


Gibbs sampling in motif finding

Lawrence has particular contributions in the development of sequence alignment algorithms, which is approaching the modif finding problem by integrating the Bayesian statistics and
Gibbs sampling In statistics, Gibbs sampling or a Gibbs sampler is a Markov chain Monte Carlo (MCMC) algorithm for obtaining a sequence of observations which are approximated from a specified multivariate probability distribution, when direct sampling is dif ...
strategy. In his seminal paper published in ''
Science Science is a systematic endeavor that builds and organizes knowledge in the form of testable explanations and predictions about the universe. Science may be as old as the human species, and some of the earliest archeological evidence for ...
'' in 1993, the first application of the statistical technique
Gibbs sampling In statistics, Gibbs sampling or a Gibbs sampler is a Markov chain Monte Carlo (MCMC) algorithm for obtaining a sequence of observations which are approximated from a specified multivariate probability distribution, when direct sampling is dif ...
to the problem of multiple sequence alignment was described and clearly illustrated. Besides, Lawrence collaborated with others to further develop the Bayesian statistical approaches to RNA secondary structure prediction, which greatly facilitate the predictions on the full ensemble of probable structures that an RNA molecule may adopt. Lawrence researches the application of Bayesian algorithms, specifically in the statistical approaches for the understanding of biological problems, with particular interest in transcription regulation and identification of regulatory motifs in sequences, antisense oligonucleotide and siRNA design,
comparative genomics Comparative genomics is a field of biological research in which the genomic features of different organisms are compared. The genomic features may include the DNA sequence, genes, gene order, regulatory sequences, and other genomic structural lan ...
, the composition of nucleotide sequences and detailed analyses of several protein families.


Software and platforms

In the past several years, based on the statistical algorithm development by Lawrence and his collaborators, several programs have also been publicly available and widely used, such as the Gibbs Motif Sampler, the Bayes aligner, Sfold, BALSA, Gibbs Gaussian Clustering, and Bayesian Motif Clustering. His work in Bayesian Statistics won the Mitchell Prize for outstanding applied Bayesian statistics paper in 2000.


Chip Lawrence Lab

Lawrence became the director of Chip Lawrence Lab at
Brown University Brown University is a private research university in Providence, Rhode Island. Brown is the seventh-oldest institution of higher education in the United States, founded in 1764 as the College in the English Colony of Rhode Island and Providenc ...
. Their work is more focused on the applications of the high-D inferences in the biological problems such as the regulatory motif finding, RNAsecondary structure prediction, and genome wide studies of epigenetics; besides, his research interests also expanded into the geoscience areas of change point estimators of paleoclimate records and probabilistic alignment of geological stratigraphic sequences. The application models of stochastic grammars is also studied in Chip Lawrence Lab.


Teaching and traineeship

Lawrence has also devoted time to education. He developed a tutorial on Bayesian statistics and Gibbs sampling, as well as the introduction courses in Bayesian statistics at
Brown University Brown University is a private research university in Providence, Rhode Island. Brown is the seventh-oldest institution of higher education in the United States, founded in 1764 as the College in the English Colony of Rhode Island and Providenc ...
. Lawrence has mentored several young investigators before he took the job at Brown University. From 1981 to 2003, he worked as the Chief in Wadsworth Center for Laboratories and Research, New York State Department of Health, many young bioinformaticians were trained by him, such as Stephen Bryant. Dr. Bryant now is the senior Investigator in
National Center for Biotechnology Information The National Center for Biotechnology Information (NCBI) is part of the United States National Library of Medicine (NLM), a branch of the National Institutes of Health (NIH). It is approved and funded by the government of the United States. The ...
, National Library of Medicine, and
National Institutes of Health The National Institutes of Health, commonly referred to as NIH (with each letter pronounced individually), is the primary agency of the United States government responsible for biomedical and public health research. It was founded in the late ...
, working in the branch of
computational biology Computational biology refers to the use of data analysis, mathematical modeling and computational simulations to understand biological systems and relationships. An intersection of computer science, biology, and big data, the field also has fo ...
. His focus is in the area of structural bioinformatics. Dr. Bryant also leads
NCBI The National Center for Biotechnology Information (NCBI) is part of the United States National Library of Medicine (NLM), a branch of the National Institutes of Health (NIH). It is approved and funded by the government of the United States. The ...
information resource teams in protein structure, protein family classification, and cheminformatics. These teams maintain NCBI's macromolecular structure database and Cn3D visualization tool, the Conserved Domain Database and CDTree analysis tool, and most recently the PubChem
cheminformatics Cheminformatics (also known as chemoinformatics) refers to use of physical chemistry theory with computer and information science techniques—so called "''in silico''" techniques—in application to a range of descriptive and prescriptive problem ...
database and associated analysis tools.


Career summary

*1971–1975: Assistant Professor, Systems Engineering and Operations Research and Statistics, Rensselaer Polytechnic Institute. *1971–1975: Consultant to the Ministry of Maternal and Child Health, Dominican Republic. *1975–1981: Director of Operations Research and Statistics, Division of Epidemiology, New York State Department of Health. *1981–2003: Chief of the Biometrics/Bioinformatics Laboratory, Wadsworth Center for Laboratories and Research, New York State Department of Health. *1985–1992: Statistical Consultant, Harrison Radiator Division General Motors Corp. *1992–1996: Visiting Scientist, National Center for Biotechnology Information, NLM-NIH. *2000–2003: Research Professor, Computer Science Department, Rensselaer Polytechnic Institute (one day per week). *2004–2006: Director of the Center for Computational Molecular Biology, and Professor of Applied Mathematics, Brown University. *2004–present: Professor of Applied Mathematics and Center for Computational Molecular Biology, Brown University.


References


External links


Faculty page at Brown University
{{DEFAULTSORT:Lawrence, Charles 20th-century American mathematicians 21st-century American mathematicians American bioinformaticians Rensselaer Polytechnic Institute alumni Cornell University alumni Brown University faculty Living people Year of birth missing (living people) Place of birth missing (living people)