Progress 08/15/10 to 08/14/11
Outputs OUTPUTS: Outputs completed during the reporting period: Part I. Identification of host specific E. coli DNA markers for microbial source tracking (MST). 1. E. coli genomic DNA prepared and pooled: E. coli genomic DNA from human, cow, horse, pig, chicken, seagull, and gooses were prepared and pooled. 2. Mass genomic sequencing based on 75 base long DNA fragments was carried out using the Illumina Genome Analysis II technology. 3. E. coli stain 536 was used as a reference for mapping and identifying SNPs. 4. All 75 base long DNA fragments were matched to the reference E. coli genome to identify host specific SNPs. 5. Host specific PCR primers were designed based on SNPs. Foward and reverse primers of 200 base long were designed for validity testing using electrophoresis. Part II. Development of a laser technology for microbial source tracking. 1. A red laser system were developed for distinguishing E. coli from varius host species. 2. A database of laser imaging pattern for E. coli colonies from different host species have been established. 3. To increase the accuracy and applicability of the laser imaging system, a multispectral laser imaging technology is being contucted. 4. Current efforts are being made to develop an automated system capable of 1) directing laser beams to the precise locations of E. coli colonies for image generation and 2) detecting and capturing the laser image with high speed so that a large amount of data can be registered. 5. New Algarithms are being developed to process the multispectral imaging data for distinguishing E. coli from various host species. PARTICIPANTS: Charles C. Tseng, PI, Professor of Biology, Purdue University Clumet, is in charge of the overall project. Bin Chen, CoPI, Assistant Professor of Electrical and Computer Engineering, Purdue University Calumet, is charge of the laser imaging technology. Hao Gong, was a graduate student in the Electrical and Computer Engineering Department, Purdue University Calumet. He assisted in the laser imaging work. PRithviraj P. Patankar, was a graduate student in the Biological Science Department, Purdue University Calumet. He assisted in the PCR work. Xu Zhang, is a rsearch scientist in the Biological Science Department, Purdue University Calumet. He is responsible for E. coli culture and DNA preparation research. Michael J. Sadowsky is a professor of microbiology, University of Minnesota. He is a consultant and provided E. coli sample. TARGET AUDIENCES: Several presentations have been given to Lake Michigan beach managers and related organizations for our innovative technology for microbial source tracking. Hundreds of E. coli samples have been received from several beaches in Indiana, Michigan, and Illiniois for identifying the sources. PROJECT MODIFICATIONS: A automated multispectral laser imaging technology is currently being developed. This technology can be used for MST for both water and food.
Impacts Outcomes of the project during the reporting period are as follows: Part I. Identification of host specific E. coli DNA markers for microbial source tracking (MST). Data for sequences and mapping resutls have been completed. For the E. coli genome from each host species, over 28 million sequences were obtained with the size betwseen 5 and 6 GB. All of the mapping positions and SNPs detected were recorded. These data were further grouped according host species. Human E. coli genome has a larger SNP than other host species. Over 100 primer pairs per host species have been obtained and are currently being tested for host specific DNA markers. Part II. Development of a laser technology for microbial source tracking. E. coli isolates of 10 difference host individuals each from cow, goose, horse, human and seagull were grown to form colonies which were then imaged. The size of E. coli colonies was approximately 0.8 mm for laser imaging to achieve consistent scatter patterns. Approximately 30 pictures were taken for each individual. Approximately 86.3% of images were correctly assigned to host species, i.e., human, horse, cow, seagull or goose. The classifier also shows very promising potentials for individual host identification. It is expected that when the multispectral system is fully developed and operational, the accuracy will be greatly increased.
Publications
- Bin Chen, Hao Gong, Xu Zhang and Prithviraj P. Patankar, Michael J. Sadowsky, Charles C. Tseng. Laser imaging for rapid Microbial Source Tracking. Int. J. Computational Biology and Drug Design 3(3):177-186, 2010
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Progress 08/15/09 to 08/14/10
Outputs OUTPUTS: Two new technologies for microbial source tracking (MST) are being developed: Part l: Mass genome sequencing based technology for generating host specific E. coli DNA markers. Work accomplished include a)genomic DNA preparation, b)genomic sequencing and mapping, c)detection of host specific SNPs, d) groupings of E. coli SNPs according host species for a genomic variation study, and e)SNP PCR primer design and validity tests. In short, mass sequencing of E. coli genomes were carried out using Illumina Genome Analyzer II based on the Solexa technology. E. coli genomes with 75-base sequences were collected from eight sequencing lanes (2 lanes for human E. coli and 1 lane for E. coli from each of the other six host species). Mapping results to the E. coli reference genome were recorded and single nucleotide polymorphisms (SNPs)for E. coli from each host species were identified. SNP PCR primers were generated for a lengh of 200bp. These primers are potential host specific E. coli DNA markers. Part 2: Optical scattering imaging technology for differentiating host specific E. coli. Work accomplished include a)bacterial growth and colony preparation, b) use of the Rayleigh-Sommerfield diffraction formula for describing the laser scattering patterns of E. coli colonies,and c) image processing and analysis. E. coli isolates of 10 difference host individuals each from human, horse, cow, seagull, and goose were grown to form colonies which were then imaged. The size of E. coli colonies was approximately 0.8mm for laser imaging to achieve consistent scatter patterns. Approximately 30 pictures were taken for each individual. Preliminary tests of the applicability of these two technologies for MST have been undertaken. The results are promising (see Outcomes/Impact) below. PARTICIPANTS: Charles C. Tseng (PI)is responsible for the overall project. His major work includes the development of mass sequencing based technology to generate E. coli host specific DNA markers. He is also reponsible for preparation of E. coli colonies and work closely with Bin Chen who is reponsible for the laser scattering method. Bin Chen (CoPI) is responsible for developing laser scattering technology and analyzing the image patterns for differentiating different E. coli host species. Alex Xu Zhang (technical assistant) is reponsible for performing laboratory experiments and supervising several graduate students who work on this project. TARGET AUDIENCES: Not relevant to this project. PROJECT MODIFICATIONS: Not relevant to this project.
Impacts Part 1. Mass sequencing based technology for generating E. coli host specific DNA markers: E. coli genomic sequences of 75-base long from seven different host species were collected using the second generation Illumina sequencer. All sequences ranging from 28 - 30 million reads per sample were mapped to the reference E. coli genome. Host specific SNP PCR primers identified include 2 for human, 3 for pig, 3 for horse, 4 for cow, 4 for chicken, and 4 for seagull, and 1 for goose. Part 2. Opttical scattering technology for generating host specific E. coli: The preliminary resuts (based on a limited database) show that the accuracy of using laser image patterns for identifying host specific E. coli are 88.4% for human, 82.3% for horse, 82.8% for cow, 89.6% for seagaul, and 88.7% for goose. It is It is expected that by the end of the project, we will have these two new technologies assessed in terms of their accuracy, reproducibility, simplicity, speed, equipment requirement, and cost.
Publications
- No publications reported this period
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