Gut Barriers and Beyond: Using AI and Microscopy to Decode Post-Weaning Diarrhea


By Shaila Ann Sigsgaard

Cecilie Brandt Becker is a PhD student in veterinary sciences at Copenhagen University and a part of the Host Pillar of the PIG-PARADIGM project. The primary goal of PIG-PARADIGM is to identify key factors that can predict whether an animal is likely to suffer from post-weaning diarrhea after being weaned from the sow. Previously, veterinary students were taught that post-weaning diarrhea was caused by toxin-producing E. coli. However, recent findings suggest that this relationship is more complex, necessitating new studies like the PIG-PARADIGM to better understand this economically significant and antibiotic-consuming disease in the pig industry.

As a veterinary pathologist, Cecilie contributes to PIG-PARADIGM by providing insights into the internal conditions of the animals. Through necropsies, she examines how various organs are affected by disease. In the PIG-PARADIGM project, tissue samples are collected from five different regions of the intestinal tract from a large cohort of piglets raised on a commercial pig farm in Denmark. These samples are preserved and processed in the lab to analyze the gut at a cellular level. Traditionally, histological tissue samples were evaluated one by one using a microscope, but advancements in technology now allow for a different approach.

The PIG-PARADIGM project employs computer software for digital image analysis, utilizing deep learning models and pattern recognition. This software helps identify and quantify changes in the tissue samples that might otherwise go unnoticed by the naked eye. The main focus is on investigating changes in the intestinal barrier, which protects pigs from infections by microbes present in the intestinal content. This barrier consists of a protein-rich mucous layer covering the internal surface of the intestine and the intestine wall itself, which acts as a barricade between the gut content and the bloodstream. Immune cells are also present to guard against microbes that may penetrate the mucus layer and pose a threat to the pig.

By applying various staining techniques in the lab, Cecilie and her team can highlight different components of the mucus layer and differentiate the cells constituting the immunological barrier. This allows them to elucidate changes in the developing gut in response to disease and microbiological interactions. Histopathology, a key tool in the PIG-PARADIGM project, helps understand the interaction between the microbiome and the host—in this case, the pig. While PCR investigations can accurately detect the presence of specific microbes in biological samples, histopathology can identify where the microbe is situated and its effect on the immediate environment in the animal. Thus, histopathology not only serves as an important research topic but also provides crucial supportive information to other research themes within the PIG-PARADIGM project.


Exploring PIG-PARADIGM with Cecilie Brandt Becker


Cecilie Brandt Becker

DVM, PhD student and ECVP resident

Department for Special Pathology, Veterinary and Animal Sciences

University of Copenhagen

Research Topic: Pathological characterization of the interaction between the intestinal barrier and the microbiome in order to distinguish the robust and the non-robust (susceptible) pigs with regard to post-weaning diarrhea

Email: cebb@sund.ku.dk