{"id":{"repo_id":"sdstate","oai_identifier":"oai:openprairie.sdstate.edu:etd-2527"},"canonical_url":"https://search.dev.ndltd.org/etd/sdstate/oai:openprairie.sdstate.edu:etd-2527","repository":{"repo_id":"sdstate","name":"South Dakota State University","base_url":"https://openprairie.sdstate.edu/do/oai/"},"display":{"title":"Development of Predictive Modeling for the Reduction of Escherichia Coli During the Curing Time of American Type Cheese","abstract":"<p>The objective of this study was to mathematically describe the decline of viable Escherichia coli in the curing of American Type cheese. Pasteurized whole milk was inoculated with 100 to 1000 E. coli biotype I /ml and was used to manufacture Cheddar and Colby-like cheeses. Multiple regression design was employed to determine the effects of low to high levels of environmental parameter in typical cheese, such as moisture (34 to 40%), pH (5.0 to 5.6), curing temperature (4 to 13°C) and salt concentration (0.8 to 1.7%) on survival of E. coli during cheese storage. Fourteen batches of cheese were made and a total of 56 survivor curves representing different combinations of the four environmental parameters were generated during the four-month curing time. The identity of the bacterial isolates was checked by RAPD-PCR, which confirmed that the organism found in cheese milk were the same as the bacteria in the curing cheese. Enumerations of surviving cells showed several forms of declining curves, including classic first-order declines, lag phases and two-phase declines with shoulder. The linear primary models were tested for their ability to depict the data. Multiple regression and step wise regression analysis were employed to develop second-order polynomial models relating decline slope (E. coli number vs. time) to moisture, pH, temperature and salt concentration. Results indicated temperature had the most significant effects on models. The second-order polynomial model provided a rapid means of estimating the effects of the controlling factors on the decline of E. coli in the curing cheese.</p>","abstract_html":"&lt;p&gt;The objective of this study was to mathematically describe the decline of viable Escherichia coli in the curing of American Type cheese. Pasteurized whole milk was inoculated with 100 to 1000 E. coli biotype I /ml and was used to manufacture Cheddar and Colby-like cheeses. Multiple regression design was employed to determine the effects of low to high levels of environmental parameter in typical cheese, such as moisture (34 to 40%), pH (5.0 to 5.6), curing temperature (4 to 13°C) and salt concentration (0.8 to 1.7%) on survival of E. coli during cheese storage. Fourteen batches of cheese were made and a total of 56 survivor curves representing different combinations of the four environmental parameters were generated during the four-month curing time. The identity of the bacterial isolates was checked by RAPD-PCR, which confirmed that the organism found in cheese milk were the same as the bacteria in the curing cheese. Enumerations of surviving cells showed several forms of declining curves, including classic first-order declines, lag phases and two-phase declines with shoulder. The linear primary models were tested for their ability to depict the data. Multiple regression and step wise regression analysis were employed to develop second-order polynomial models relating decline slope (E. coli number vs. time) to moisture, pH, temperature and salt concentration. Results indicated temperature had the most significant effects on models. The second-order polynomial model provided a rapid means of estimating the effects of the controlling factors on the decline of E. coli in the curing cheese.&lt;/p&gt;","abstract_has_math":false,"creators":["Zhang, Yu"],"institution":null,"degree_name":"Master of Science (MS)","degree_level":"Thesis - University Access Only","degree_discipline":"Dairy Science","degree_department":null,"school":null,"contributors":["David R. Henning"],"advisors":[],"committee_chairs":[],"committee_members":[],"year":1999,"date_issued":"1999-01-01T08:00:00Z","date_published":"1999-01-01T08:00:00Z","updated_at":"2026-07-24T04:29:15Z","subjects":["Cheese Curing","Escherichia coli Survival","Microbial Death Model V","Dairy Science"],"languages":["en"],"rights":["<p>In Copyright - Non-Commercial Use Permitted<br /><a href=\"http://rightsstatements.org/vocab/InC-NC/1.0/\">http://rightsstatements.org/vocab/InC-NC/1.0/</a></p>"],"rights_urls":[],"identifier_entries":[]},"links":{"outbound_url":"https://openprairie.sdstate.edu/etd/1525","outbound_label":"Repository record","outbound_source":"dc:identifier"},"metadata_groups":[{"id":"people","label":"People","entries":[{"key":"dc:contributor","label":"Contributor","values":["David R. 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Pasteurized whole milk was inoculated with 100 to 1000 E. coli biotype I /ml and was used to manufacture Cheddar and Colby-like cheeses. Multiple regression design was employed to determine the effects of low to high levels of environmental parameter in typical cheese, such as moisture (34 to 40%), pH (5.0 to 5.6), curing temperature (4 to 13°C) and salt concentration (0.8 to 1.7%) on survival of E. coli during cheese storage. Fourteen batches of cheese were made and a total of 56 survivor curves representing different combinations of the four environmental parameters were generated during the four-month curing time. The identity of the bacterial isolates was checked by RAPD-PCR, which confirmed that the organism found in cheese milk were the same as the bacteria in the curing cheese. Enumerations of surviving cells showed several forms of declining curves, including classic first-order declines, lag phases and two-phase declines with shoulder. The linear primary models were tested for their ability to depict the data. Multiple regression and step wise regression analysis were employed to develop second-order polynomial models relating decline slope (E. coli number vs. time) to moisture, pH, temperature and salt concentration. Results indicated temperature had the most significant effects on models. The second-order polynomial model provided a rapid means of estimating the effects of the controlling factors on the decline of E. coli in the curing cheese.</p>"]},{"key":"dc:title","label":"Title","values":["Development of Predictive Modeling for the Reduction of Escherichia Coli During the Curing Time of American Type Cheese"]}]}],"canonical_facts":{"dc:contributor":["David R. Henning"],"dc:creator":["Zhang, Yu"],"dc:date.available":["2017-08-11T07:00:00Z"],"dc:description.abstract":["<p>The objective of this study was to mathematically describe the decline of viable Escherichia coli in the curing of American Type cheese. Pasteurized whole milk was inoculated with 100 to 1000 E. coli biotype I /ml and was used to manufacture Cheddar and Colby-like cheeses. Multiple regression design was employed to determine the effects of low to high levels of environmental parameter in typical cheese, such as moisture (34 to 40%), pH (5.0 to 5.6), curing temperature (4 to 13°C) and salt concentration (0.8 to 1.7%) on survival of E. coli during cheese storage. Fourteen batches of cheese were made and a total of 56 survivor curves representing different combinations of the four environmental parameters were generated during the four-month curing time. The identity of the bacterial isolates was checked by RAPD-PCR, which confirmed that the organism found in cheese milk were the same as the bacteria in the curing cheese. Enumerations of surviving cells showed several forms of declining curves, including classic first-order declines, lag phases and two-phase declines with shoulder. The linear primary models were tested for their ability to depict the data. Multiple regression and step wise regression analysis were employed to develop second-order polynomial models relating decline slope (E. coli number vs. time) to moisture, pH, temperature and salt concentration. Results indicated temperature had the most significant effects on models. The second-order polynomial model provided a rapid means of estimating the effects of the controlling factors on the decline of E. coli in the curing cheese.</p>"],"dc:identifier":["https://openprairie.sdstate.edu/etd/1525"],"dc:language":["en"],"dc:rights":["<p>In Copyright - Non-Commercial Use Permitted<br /><a href=\"http://rightsstatements.org/vocab/InC-NC/1.0/\">http://rightsstatements.org/vocab/InC-NC/1.0/</a></p>"],"dc:subject":["Cheese Curing","Escherichia coli Survival","Microbial Death Model V","Dairy Science"],"dc:title":["Development of Predictive Modeling for the Reduction of Escherichia Coli During the Curing Time of American Type Cheese"],"thesis:degree_discipline":["Dairy Science"],"thesis:degree_level":["Thesis - University Access Only"],"thesis:degree_name":["Master of Science (MS)"]},"updated_at":"2026-07-24T04:29:15Z"}