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2.
Biomicrofluidics ; 11(1): 014110, 2017 Jan.
Article in English | MEDLINE | ID: mdl-28191268

ABSTRACT

This paper reports on the use of a digital microfluidic platform to perform multiplex automated genetic engineering (MAGE) cycles on droplets containing Escherichia coli cells. Bioactivated magnetic beads were employed for cell binding, washing, and media exchange in the preparation of electrocompetent cells in the electrowetting-on-dieletric (EWoD) platform. On-cartridge electroporation was used to deliver oligonucleotides into the cells. In addition to the optimization of a magnetic bead-based benchtop protocol for generating and transforming electrocompetent E. coli cells, we report on the implementation of this protocol in a fully automated digital microfluidic platform. Bead-based media exchange and electroporation pulse conditions were optimized on benchtop for transformation frequency to provide initial parameters for microfluidic device trials. Benchtop experiments comparing electrotransformation of free and bead-bound cells are presented. Our results suggest that dielectric shielding intrinsic to bead-bound cells significantly reduces electroporation field exposure efficiency. However, high transformation frequency can be maintained in the presence of magnetic beads through the application of more intense electroporation pulses. As a proof of concept, MAGE cycles were successfully performed on a commercial EWoD cartridge using variations of the optimal magnetic bead-based preparation procedure and pulse conditions determined by the benchtop results. Transformation frequencies up to 22% were achieved on benchtop; this frequency was matched within 1% (21%) by MAGE cycles on the microfluidic device. However, typical frequencies on the device remain lower, averaging 9% with a standard deviation of 9%. The presented results demonstrate the potential of digital microfluidics to perform complex and automated genetic engineering protocols.

3.
J Mol Biol ; 428(5 Pt B): 1004-21, 2016 Feb 27.
Article in English | MEDLINE | ID: mdl-26348789

ABSTRACT

Withstanding 3.5 billion years of genetic drift, the canonical genetic code remains such a fundamental foundation for the complexity of life that it is highly conserved across all three phylogenetic domains. Genome engineering technologies are now making it possible to rationally change the genetic code, offering resistance to viruses, genetic isolation from horizontal gene transfer, and prevention of environmental escape by genetically modified organisms. We discuss the biochemical, genetic, and technological challenges that must be overcome in order to engineer the genetic code.


Subject(s)
Gene Targeting/methods , Genetic Code , Metabolic Engineering/methods
4.
Science ; 342(6156): 361-3, 2013 Oct 18.
Article in English | MEDLINE | ID: mdl-24136967

ABSTRACT

Engineering radically altered genetic codes will allow for genomically recoded organisms that have expanded chemical capabilities and are isolated from nature. We have previously reassigned the translation function of the UAG stop codon; however, reassigning sense codons poses a greater challenge because such codons are more prevalent, and their usage regulates gene expression in ways that are difficult to predict. To assess the feasibility of radically altering the genetic code, we selected a panel of 42 highly expressed essential genes for modification. Across 80 Escherichia coli strains, we removed all instances of 13 rare codons from these genes and attempted to shuffle all remaining codons. Our results suggest that the genome-wide removal of 13 codons is feasible; however, several genome design constraints were apparent, underscoring the importance of a strategy that rapidly prototypes and tests many designs in small pieces.


Subject(s)
Codon/genetics , Escherichia coli/genetics , Genes, Essential , Genome, Bacterial/genetics , Amino Acids/genetics , Base Sequence , Escherichia coli/growth & development , Frameshift Mutation , Genes, Synthetic , Genetic Engineering , Molecular Sequence Data
5.
Nucleic Acids Res ; 40(22): e170, 2012 Dec.
Article in English | MEDLINE | ID: mdl-22904085

ABSTRACT

Disrupting the interaction between primase and helicase in Escherichia coli increases Okazaki fragment (OF) length due to less frequent primer synthesis. We exploited this feature to increase the amount of ssDNA at the lagging strand of the replication fork that is available for λ Red-mediated Multiplex Automatable Genome Engineering (MAGE). Supporting this concept, we demonstrate that MAGE enhancements correlate with OF length. Compared with a standard recombineering strain (EcNR2), the strain with the longest OFs displays on average 62% more alleles converted per clone, 239% more clones with 5 or more allele conversions and 38% fewer clones with 0 allele conversions in 1 cycle of co-selection MAGE (CoS-MAGE) with 10 synthetic oligonucleotides. Additionally, we demonstrate that both synthetic oligonucleotides and accessible ssDNA targets on the lagging strand of the replication fork are limiting factors for MAGE. Given this new insight, we generated a strain with reduced oligonucleotide degradation and increased genomic ssDNA availability, which displayed 111% more alleles converted per clone, 527% more clones with 5 or more allele conversions and 71% fewer clones with 0 allele conversions in 1 cycle of 10-plex CoS-MAGE. These improvements will facilitate ambitious genome engineering projects by minimizing dependence on time-consuming clonal isolation and screening.


Subject(s)
DNA Replication , DNA-Directed DNA Polymerase/metabolism , Genetic Engineering/methods , Multienzyme Complexes/metabolism , Alleles , Bacteriophage lambda/enzymology , DNA/metabolism , DNA Primase/metabolism , DNA, Single-Stranded/metabolism , Escherichia coli/enzymology , Escherichia coli/genetics , Genome , Oligonucleotides/metabolism , Recombinases , Recombination, Genetic
6.
Genetics ; 186(3): 791-9, 2010 Nov.
Article in English | MEDLINE | ID: mdl-20813883

ABSTRACT

The phage lambda-derived Red recombination system is a powerful tool for making targeted genetic changes in Escherichia coli, providing a simple and versatile method for generating insertion, deletion, and point mutations on chromosomal, plasmid, or BAC targets. However, despite the common use of this system, the detailed mechanism by which lambda Red mediates double-stranded DNA recombination remains uncertain. Current mechanisms posit a recombination intermediate in which both 5' ends of double-stranded DNA are recessed by λ exonuclease, leaving behind 3' overhangs. Here, we propose an alternative in which lambda exonuclease entirely degrades one strand, while leaving the other strand intact as single-stranded DNA. This single-stranded intermediate then recombines via beta recombinase-catalyzed annealing at the replication fork. We support this by showing that single-stranded gene insertion cassettes are recombinogenic and that these cassettes preferentially target the lagging strand during DNA replication. Furthermore, a double-stranded DNA cassette containing multiple internal mismatches shows strand-specific mutations cosegregating roughly 80% of the time. These observations are more consistent with our model than with previously proposed models. Finally, by using phosphorothioate linkages to protect the lagging-targeting strand of a double-stranded DNA cassette, we illustrate how our new mechanistic knowledge can be used to enhance lambda Red recombination frequency. The mechanistic insights revealed by this work may facilitate further improvements to the versatility of lambda Red recombination.


Subject(s)
Bacteriophage lambda/genetics , DNA, Bacterial/genetics , DNA, Single-Stranded/genetics , Escherichia coli/virology , Genetic Engineering/methods , Recombination, Genetic , Alleles , Base Pair Mismatch/genetics , Chromosome Segregation/genetics , Mutation/genetics , Phosphorothioate Oligonucleotides/genetics
7.
J Dairy Sci ; 91(11): 4219-25, 2008 Nov.
Article in English | MEDLINE | ID: mdl-18946126

ABSTRACT

Several recent studies have investigated the effect of shortened dry periods on milk production in the subsequent lactation. What is lacking from these studies is an understanding of the effect that a shortened dry period has on udder health. Four herds, 156 cows, were studied to determine if a shortened dry period (30 d) had a negative effect on mammary gland health during the subsequent lactation as opposed to cows assigned to a long, 45 or 60 d, dry period. Cows in 2 herds were assigned to either 30- or 60-d dry periods (group I), whereas cows in the other 2 herds were assigned to either 30- or 45-d dry periods (group II). Intramammary instillation of commercial preparations of cephapirin benzathine, 300 mg (dry cow formulation), was given to cows assigned a 45- or 60-d dry period length protocol, and 200 mg (lactating cow formulation) was administered to cows assigned a 30-d dry period. Differences in response variables to dry period length were compared within group. Cure rates for 60- vs. 30-d dry period cows were 72% (28/39) vs. 81% (30/37) and 74% (25/34) and 73% (27/37) for 45- vs. 30-d dry periods. Differences were not statistically significant for either comparison group. The majority of intramammary infections were caused by the minor pathogens, coagulase-negative staphylococci (n = 102) or Corynebacterium bovis (n = 11). Only 11 cows had intramammary infections by major pathogens. The herd average percentage of new intramammary infections ranged from 6 to 9% and did not differ among herds between treatment groups. Linear somatic cell counts were not significantly affected by dry period length during the first 6 to 7 mo of the subsequent lactation. Milk production did differ between groups. Mature equivalent milk production was greater in group I cows given a 60-d dry period (11,942 +/- 2,059 kg) as opposed to those given a 30-d dry period (10,749 +/- 2,321 kg). Cows given a 45-d dry period did not produce more milk than cows with a 30-d dry period in group II. Although shortening the dry period to 30 d did not have untoward effects on mammary gland health as measured by intramammary infections or milk somatic cell counts, production may be adversely affected when dry periods are shortened to 30 d.


Subject(s)
Lactation/physiology , Mastitis, Bovine/therapy , Animals , Anti-Bacterial Agents/therapeutic use , Cattle , Edema/etiology , Edema/veterinary , Female , Mastitis, Bovine/complications , Mastitis, Bovine/drug therapy , Mastitis, Bovine/prevention & control , Milk/cytology , Milk/metabolism , Time Factors
8.
Oncogene ; 27(6): 775-82, 2008 Jan 31.
Article in English | MEDLINE | ID: mdl-17684485

ABSTRACT

Resistance to molecularly targeted chemotherapy, and the development of novel agents that are active against resistant forms of target proteins create the need for a sensitive and quantitative assay to monitor drug-resistant mutations in patients to guide treatment and assess response. Here, we describe an application of the polymerase colony (polony) method to identify and quantify known point mutations in the BCR-ABL oncogene in patients with chronic myelogenous leukemia who evolve resistance to ABL kinase inhibitors. The assay can detect mutations with a sensitivity of 10(-4), quantify the burden of drug-resistant cells, and simultaneously monitor the dynamics of several coexisting mutations. As a proof of concept, we analysed blood samples from three patients undergoing therapy with ABL kinase inhibitors and found that the patients' response to therapy correlated with our molecular monitoring. We were also able to detect mutations emerging in patients long before clinical relapse. Therefore, the polony assay could be applied to a larger patient sample to assess the utility of early mutation detection in patient-specific treatment decisions. Finally, this methodology could be a valuable research tool to shed light on the natural behavior of mutations pre-existing kinase inhibitors therapy and either disappearing over time or slowly taking over.


Subject(s)
Antineoplastic Agents/pharmacology , DNA Mutational Analysis/methods , Piperazines/pharmacology , Polymerase Chain Reaction/methods , Protein Kinase Inhibitors/pharmacology , Protein-Tyrosine Kinases/genetics , Pyrimidines/pharmacology , Antineoplastic Agents/therapeutic use , Benzamides , Drug Resistance, Neoplasm/genetics , Fusion Proteins, bcr-abl , Humans , Imatinib Mesylate , Leukemia, Myelogenous, Chronic, BCR-ABL Positive/drug therapy , Mutation , Piperazines/therapeutic use , Protein Kinase Inhibitors/therapeutic use , Protein-Tyrosine Kinases/antagonists & inhibitors , Pyrimidines/therapeutic use
9.
Transfus Med ; 16(5): 343-8, 2006 Oct.
Article in English | MEDLINE | ID: mdl-16999757

ABSTRACT

Transfusion-related acute lung injury (TRALI) is increasingly recognized as a major complication of transfusion therapy; it was the leading cause of transfusion-related fatalities in the United States in 2003. Most cases of TRALI that have been reported are in adult patients. We present two cases of TRALI that occurred in children and review the existing literature of paediatric TRALI. The paediatric TRALI case reports highlight two laboratory findings that can help in the diagnosis of TRALI: transient leucopenia and an elevated pulmonary oedema fluid/plasma protein ratio. These two simple diagnostic tests can help rule out other diagnoses and add confidence to the clinical diagnosis of TRALI. Finally, our first case also highlights the potential danger of directed maternal blood donations, which may increase the risk of paediatric TRALI.


Subject(s)
Respiratory Distress Syndrome/etiology , Transfusion Reaction , Adolescent , Blood Donors , Blood Proteins/analysis , Child , Female , Histocompatibility/immunology , Histocompatibility Testing/methods , Humans , Leukopenia/etiology , Pulmonary Edema/etiology , Respiratory Distress Syndrome/complications , Respiratory Distress Syndrome/diagnosis
11.
J Nematol ; 37(2): 178-84, 2005 Jun.
Article in English | MEDLINE | ID: mdl-19262858

ABSTRACT

A single dominant gene for resistance to Meloidogyne arenaria was identified previously in two peanut cultivars, Arachis hypogaea 'COAN' and 'NemaTAM'. The interspecific Arachis hybrid TxAG-6 was the source of this resistance and the donor parent in a backcross breeding program to introgress resistance into cultivated peanut. To determine if other resistance genes were present in TxAG-6 and derived breeding populations from the third backcross generation (BC), F individuals were evaluated for the resistance phenotype. The ratio of the resistant and susceptible individuals for all F populations fit the expected ratio for resistance being governed by one dominant gene and one recessive gene. Evaluation of the F generation from four susceptible F individuals (two from TxAG-6 x A. hypogaea and two from the BC population) confirmed that a recessive gene for resistance to M. arenaria was present in each of the tested populations. The identification of a second gene for resistance in the A. hypogaea germplasm may improve the durability of the resistance phenotype.

12.
Plant Dis ; 89(5): 527, 2005 May.
Article in English | MEDLINE | ID: mdl-30795437

ABSTRACT

The state of Florida is the largest producer of fresh market tomato (Lycopersicon esculentum L.) in the United States with 2003 yields of 634 million kg on 17,700 ha valued at 516 million dollars. Effective crop management is essential for production of vegetables in Florida because of the presence of intense pest pressure. The identification of the pests present is the first step in the development of a successful IPM (integrated pest management) program. Root-knot nematodes (Meloidogyne spp.) are common nematodes that parasitize vegetables in Florida and cause significant yield reductions when not properly managed. In 2003 field experiments, soil was collected from two research farms in Saint Lucie and Seminole counties in Florida. Galling caused by root-knot nematode was observed on tomato at both locations. Since females suitable for identification are difficult to obtain from field-grown roots, field soil was placed in pots in the greenhouse and planted with Lycopersicon esculentum cv. Rutgers. Standard morphological techniques, differential host tests, and isozyme phenotypes were used in nematode identification. Female root-knot nematodes were extracted from tomato roots and placed in extraction buffer (10% wt/vol sucrose, 2% vol/vol Triton X-100, 0.01% wt/vol bromophenol blue). The females were crushed, loaded on a polyacrylamide gel, and separated by electrophoresis using the PhastSystem (Amersham Biosciences, Piscataway, NJ). The activities of malate dehydrogenase and esterase enzymes were detected using standard techniques. Isozyme phenotypes consistent with Meloidogyne incognita (Kofoid and White) Chitwood and M. javanica (Treub) Chitwood as well as with the newly described M. floridensis Handoo (1) were observed at both locations. To our knowledge, this is the first report of M. floridensis naturally occurring on tomato in Florida. The identification and distribution of M. floridensis in vegetable production fields is important for disease management throughout the state since the host range is likely different from other Meloidogyne spp. Reference: (1) Z. A. Handoo et al. J. Nematol. 36:20, 2004.

13.
Plant Dis ; 89(5): 527, 2005 May.
Article in English | MEDLINE | ID: mdl-30795438

ABSTRACT

Tropical soda apple (TSA), Solanum viarum Dunal, is an invasive, noxious, perennial weed that has invaded large areas of the southeastern United States. TSA is found growing in pasture lands and is spread by cattle, wildlife, and in the movement of sod and hay. Pasture land is commonly rotated into vegetable production. In November 2003, numerous TSA plants were collected from a vegetable farm growing cucumbers and tomatoes. This land in Martin County, Florida was previously used for pasture for grazing cattle. Root galling caused by root-knot nematode (Meloidogyne sp.) was observed. Female Meloidogyne sp. were randomly extracted from the roots and placed in extraction buffer (10% wt/vol sucrose, 2% vol/vol Triton X-100, 0.01% wt/vol bromophenol blue). The females were crushed, loaded on a polyacrylamide gel, and separated by electrophoresis using the PhastSystem (Amersham Biosciences, Piscataway, NJ) (1). The activities of malate dehydrogenase and esterase enzymes were detected using standard techniques (2). Isozyme phenotype and perineal patterns consistent with Meloidogyne arenaria (Neal) Chitwood were observed. Root galling consisted of round, bead-like galls that coalesced as the infection level increased. This is consistent with galling of tomato roots by M. arenaria. Thus, TSA is a potential reservoir for M. arenaria in Florida and throughout the southern United States. The large host range of root-knot nematodes implies that multiple crops may be affected if TSA is not managed in prior land uses. To our knowledge, this is the first report of M. arenaria occurring on tropical soda apple, S. viarum. References: (1) P. R. Esbenshade and A. C. Triantaphyllou. J. Nematol. 22:10, 1990. (2) H. Harris and D. A. Hopkinson. Handbook of Enzyme Electrophoresis in Human Genetics. North-Holland Publishing, New York, 1976.

14.
J Econ Entomol ; 95(4): 763-9, 2002 Aug.
Article in English | MEDLINE | ID: mdl-12216818

ABSTRACT

Reports of bollworm, Helicoverpa zea (Boddie), larvae feeding in white flowers of Bollgard cotton have been relatively common since the commercialization of this technology in 1996. Field studies were conducted in Louisiana to determine if differences in bollworm larval behavior occuron non-Bollgard (cultivar 'Deltapine 5415') and Bacillus thuringiensis (Bt), Bollgard ('NuCOTN 33B') cottons. Larvae were placed on the terminal foliage of either single cotton plants or on all plants within 1-m row micro-plots. On preflowering cotton plants, significantly more bollworms moved from the site of infestation (terminal) on Bollgard plants compared with that on non-Bollgard plants. On individual flowering plants, the number of nodes larvae moved from the terminal and the number of infested bolls was greater on Bollgard cotton plants. Similar differences between Bollgard and non-Bollgard plants in the percentage of infested terminals and squares were observed at 48-h after infestation when 1-m rows were infested. These data will be used to refine scouting protocols for bollworm larvae on Bollgard cotton.


Subject(s)
Bacillus thuringiensis , Bacterial Proteins/physiology , Bacterial Toxins , Behavior, Animal/physiology , Endotoxins/physiology , Gossypium , Moths/physiology , Pest Control, Biological , Animals , Bacillus thuringiensis/genetics , Bacillus thuringiensis Toxins , Bacterial Proteins/genetics , Bacterial Toxins/genetics , Endotoxins/genetics , Genetic Engineering , Hemolysin Proteins , Larva , Movement , Pest Control, Biological/methods , Plants, Genetically Modified
15.
J Comput Biol ; 8(6): 571-83, 2001.
Article in English | MEDLINE | ID: mdl-11747613

ABSTRACT

Cross-linking technology combined with tandem mass spectrometry (MS-MS) is a powerful method that provides a rapid solution to the discovery of protein-protein interactions and protein structures. We studied the problem of detecting cross-linked peptides and cross-linked amino acids from tandem mass spectral data. Our method consists of two steps: the first step finds two protein subsequences whose mass sum equals a given mass measured from the mass spectrometry; and the second step finds the best cross-linked amino acids in these two peptide sequences that are optimally correlated to a given tandem mass spectrum. We designed fast and space-efficient algorithms for these two steps and implemented and tested them on experimental data of cross-linked hemoglobin proteins. An interchain cross-link between two beta subunits was found in two tandem mass spectra. The length of the cross-linker (7.7 A) is very close to the actual distance (8.18 A) obtained from the molecular structure in PDB.


Subject(s)
Algorithms , Mass Spectrometry/methods , Proteins/chemistry , Amino Acid Sequence , Amino Acids/chemistry , Computational Biology , Cross-Linking Reagents , Data Interpretation, Statistical , Hemoglobins/chemistry , Humans , In Vitro Techniques , Mass Spectrometry/statistics & numerical data , Models, Molecular , Molecular Sequence Data , Peptide Fragments/chemistry , Probability , Protein Folding , Protein Structure, Quaternary , Protein Subunits , Proteome , Succinimides
16.
Nat Biotechnol ; 19(11): 1060-5, 2001 Nov.
Article in English | MEDLINE | ID: mdl-11689852

ABSTRACT

We describe a method of genome-wide analysis of quantitative growth phenotypes using insertional mutagenesis and DNA microarrays. We applied the method to assess the fitness contributions of Escherichia coli gene domains under specific growth conditions. A transposon library was subjected to competitive growth selection in Luria-Bertani (LB) and in glucose minimal media. Transposon-containing genomic DNA fragments from the selected libraries were compared with the initial unselected transposon insertion library on DNA microarrays to identify insertions that affect fitness. Genes involved in the biosynthesis of nutrients not provided in the growth medium were found to be significantly enriched in the set of genes containing negatively selected insertions. The data also identify fitness contributions of several uncharacterized genes, including putative transcriptional regulators and enzymes. The applicability of this high-resolution array selection in other species is discussed.


Subject(s)
DNA Footprinting/methods , Escherichia coli/genetics , Mutagenesis, Insertional/methods , Oligonucleotide Array Sequence Analysis/methods , Culture Media , DNA Transposable Elements , Escherichia coli/growth & development , Escherichia coli Proteins/genetics , Escherichia coli Proteins/physiology , Genome, Bacterial , Genomic Library , Phenotype
17.
Nat Genet ; 29(4): 482-6, 2001 Dec.
Article in English | MEDLINE | ID: mdl-11694880

ABSTRACT

Genomic and proteomic approaches can provide hypotheses concerning function for the large number of genes predicted from genome sequences. Because of the artificial nature of the assays, however, the information from these high-throughput approaches should be considered with caution. Although it is possible that more meaningful hypotheses could be formulated by integrating the data from various functional genomic and proteomic projects, it has yet to be seen to what extent the data can be correlated and how such integration can be achieved. We developed a 'transcriptome-interactome correlation mapping' strategy to compare the interactions between proteins encoded by genes that belong to common expression-profiling clusters with those between proteins encoded by genes that belong to different clusters. Using this strategy with currently available data sets for Saccharomyces cerevisiae, we provide the first global evidence that genes with similar expression profiles are more likely to encode interacting proteins. We show how this correlation between transcriptome and interactome data can be used to improve the quality of hypotheses based on the information from both approaches. The strategy described here may help to integrate other functional genomic and proteomic data, both in yeast and in higher organisms.


Subject(s)
Fungal Proteins/genetics , Genome, Fungal , Proteome , Saccharomyces cerevisiae/genetics , Transcription, Genetic
18.
J Comput Biol ; 8(3): 325-37, 2001.
Article in English | MEDLINE | ID: mdl-11535179

ABSTRACT

Tandem mass spectrometry fragments a large number of molecules of the same peptide sequence into charged molecules of prefix and suffix peptide subsequences and then measures mass/charge ratios of these ions. The de novo peptide sequencing problem is to reconstruct the peptide sequence from a given tandem mass spectral data of k ions. By implicitly transforming the spectral data into an NC-spectrum graph G (V, E) where /V/ = 2k + 2, we can solve this problem in O(/V//E/) time and O(/V/2) space using dynamic programming. For an ideal noise-free spectrum with only b- and y-ions, we improve the algorithm to O(/V/ + /E/) time and O(/V/) space. Our approach can be further used to discover a modified amino acid in O(/V//E/) time. The algorithms have been implemented and tested on experimental data.


Subject(s)
Algorithms , Mass Spectrometry/methods , Sequence Analysis, Protein/methods , Ovalbumin/analysis , Ovalbumin/chemistry
19.
Nat Genet ; 29(2): 153-9, 2001 Oct.
Article in English | MEDLINE | ID: mdl-11547334

ABSTRACT

Several computational methods based on microarray data are currently used to study genome-wide transcriptional regulation. Few studies, however, address the combinatorial nature of transcription, a well-established phenomenon in eukaryotes. Here we describe a new approach using microarray data to uncover novel functional motif combinations in the promoters of Saccharomyces cerevisiae. In addition to identifying novel motif combinations that affect expression patterns during the cell cycle, sporulation and various stress responses, we observed regulatory cross-talk among several of these processes. We have also generated motif-association maps that provide a global view of transcription networks. The maps are highly connected, suggesting that a small number of transcription factors are responsible for a complex set of expression patterns in diverse conditions. This approach may be useful for modeling transcriptional regulatory networks in more complex eukaryotes.


Subject(s)
Promoter Regions, Genetic , Cell Cycle , Computational Biology , DNA, Fungal/genetics , Gene Expression Profiling , Oligonucleotide Array Sequence Analysis , Regulatory Sequences, Nucleic Acid , Saccharomyces cerevisiae/cytology , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae/physiology , Spores, Fungal , Transcription, Genetic
20.
Bioinformatics ; 17(6): 495-508, 2001 Jun.
Article in English | MEDLINE | ID: mdl-11395426

ABSTRACT

UNLABELLED: motivation: Increasingly, biological processes are being studied through time series of RNA expression data collected for large numbers of genes. Because common processes may unfold at varying rates in different experiments or individuals, methods are needed that will allow corresponding expression states in different time series to be mapped to one another. RESULTS: We present implementations of time warping algorithms applicable to RNA and protein expression data and demonstrate their application to published yeast RNA expression time series. Programs executing two warping algorithms are described, a simple warping algorithm and an interpolative algorithm, along with programs that generate graphics that visually present alignment information. We show time warping to be superior to simple clustering at mapping corresponding time states. We document the impact of statistical measurement noise and sample size on the quality of time alignments, and present issues related to statistical assessment of alignment quality through alignment scores. We also discuss directions for algorithm improvement including development of multiple time series alignments and possible applications to causality searches and non-temporal processes ('concentration warping').


Subject(s)
Algorithms , Gene Expression Profiling/methods , Sequence Alignment , Cell Cycle/genetics , Chromosome Mapping/methods , Cluster Analysis , Computer Graphics , Data Interpretation, Statistical , Fourier Analysis , Mathematical Computing , RNA/analysis , Saccharomyces cerevisiae/genetics , Time Factors
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