Bioinformatics, Computational and Systems Biology
Wyatt Quinones
Undergraduate Researcher
University of Louisville and University of Arkansas
Louisville, Kentucky, United States
Chris Slavin
Graduate Student
University of Arkansas, United States
Jeffrey Wolchok
Professor
University of Arkansas, United States
From the results of the spatial transcriptomics, there was a wealth of transcriptional data to analyze (Figure 1). Each tissue section was split up into three parts for analysis: a distal end (near the foot), middle (injury site), and proximal end (near the knee). Based on the data from Partek Flow, the proximal and middle parts of the tissue contained the majority of gene expression, while the distal side had a very low activity in comparison. Interestingly, the distal part of the tissue also had a very high mitochondrial reads percentage, while the middle and proximal parts had a much lower one (Figure 2). A high percentage of mitochondrial reads is indicative of apoptosis/necrosis in the sample, and combined with the overall gene expression data, seems to point at high levels of cell deaths at the distal edge of the TA muscle.
A list of markers for myogenesis and angiogenesis were then constructed in order to analyze their spatial gene activity, with middle and proximal once again retaining a bulk of the listed markers (Figures 3-4). Based on these results, the directionality of healing appears to progress from proximal to distal. However, by 15 days post VML injury, this regeneration does not seem to have penetrated into the distal end of the TA muscle. Surprisingly, the middle part of the muscle, where the injury site was located, was very similar in terms of gene expression to the proximal end and there was no visually distinct wounded area (Figure 5). One possible explanation for this is that muscle tissue surrounding the biopsy site contracted into the VML deficit, which, along with some general atrophying of the muscle, resulted in the much narrower physical appearance of the left TAs compared to the uninjured right TAs (Figure 6). While these initial results point to some interesting developments that take place during the aftermath of VML, further examination at more time points needs to be conducted in order to fully understand the processes that lead to such poor outcomes following this type of injury.