<p>The leafy green industry in the United States
has positioned the country as the second world leader in lettuce production.
Romaine lettuce has been associated with several outbreaks of <i>E. coli </i>O157:H7
during the last decade, producing economic losses, as well as negative impacts
on human health and consumer confidence. This pathogen has been demonstrated to
actively colonize plants and persist for weeks; therefore, dealing with this
issue will require an understanding of the interactions happening between plant
host, human pathogen, environment, and the resident microbial communities. This
research aimed to provide insights for control strategies at the level of
prevention in the field, as well as of detection. Based on this, our research
goals were: 1. Describe how environmental factors affect the leaf properties and
microbial ecology of romaine lettuce plants, as well as the fate of <i>E. coli </i>O157:H7
on their leaves; 2. Evaluate the application of a new light scattering
technology (BARDOT) developed at Purdue, as an alternative tool to characterize
culturable bacterial communities from plants through the recognition of scatter
patterns produced by bacterial colonies. </p>
<p>Lettuce plants were grown under three relative
humidity (RH) levels: A. 83% (SD= 7.0); B. 62% (SD=9.0); C. 43% (SD=
7.4); significant changes in leaf properties such as responses of stomatal
resistance to water loss were observed. RH was the main factor explaining the
variation of resident bacterial communities, changes of leaf properties and the
fate of <i>E. coli</i> O157:H7. Humid condition A produced
the lowest bacterial diversity, which was mainly explained by the decreased
transpiration rates of these plants, while at the same time this condition
allowed the highest <i>E. coli</i> O157:H7 growth. Under RH condition C,
differences in leaf properties and their distributions across the lettuce
leaves were found to be correlated with the composition and localization of the
resident microbial communities. <i>E.
coli</i> O157:H7 growth on
leaves was also negatively correlated with the inoculum dose, and it was
enhanced on leaf areas with increased stomatal density and size, and decreased
leaf wettability. We found that resident bacterial communities are disturbed
after the introduction of the human pathogen, <i>Microbacterium, </i>and one
unclassified genus from the <i>Rhizobiaceae </i>family were found as biomarkers
of communities where <i>E. coli</i> O157:H7 reached higher and lower population
counts, respectively. </p>
<p>For the BARDOT technology, three
libraries containing 8,418 images of scatter patterns from the nine most
abundant bacterial genera from conventional and organic romaine lettuce were
created. These libraries covered around 70-76% of the total isolated
populations. The training parameters achieved classifiers at genus level
with positive predictive values (PPVs) between 90.6-99.8%. The validation with
blind samples resulted in sensitivity and average classification accuracy
values above 90% for both pure and mixed cultures. The sensitivity and
classification accuracy per genus when new lettuce samples were tested, showed
values between 51.9-79.1% and 42.9%-100%, correspondingly. Some bacterial
genera were identified as challenging for the BARDOT and improvements for the
technology have been suggested. BARDOT
technology represents a rapid and easy-to-use alternative to conventional
microbiological and molecular methods for identification of culturable
bacteria. </p>