ABSTRACT
Systems vaccinology studies have been used to build computational models that predict individual vaccine responses and identify the factors contributing to differences in outcome. Comparing such models is challenging due to variability in study designs. To address this, we established a community resource to compare models predicting B. pertussis booster responses and generate experimental data for the explicit purpose of model evaluation. We here describe our second computational prediction challenge using this resource, where we benchmarked 49 algorithms from 53 scientists. We found that the most successful models stood out in their handling of nonlinearities, reducing large feature sets to representative subsets, and advanced data preprocessing. In contrast, we found that models adopted from literature that were developed to predict vaccine antibody responses in other settings performed poorly, reinforcing the need for purpose-built models. Overall, this demonstrates the value of purpose-generated datasets for rigorous and open model evaluations to identify features that improve the reliability and applicability of computational models in vaccine response prediction.
ABSTRACT
Objective: Species-specific pseudogenization of the CMAH gene during human evolution eliminated common mammalian sialic acid N-glycolylneuraminic acid (Neu5Gc) biosynthesis from its precursor N-acetylneuraminic acid (Neu5Ac). With metabolic nonhuman Neu5Gc incorporation into endothelia from red meat, the major dietary source, anti-Neu5Gc antibodies appeared. Human-like Ldlr-/-Cmah-/- mice on a high-fat diet supplemented with a Neu5Gc-enriched mucin, to mimic human red meat consumption, suffered increased atherosclerosis if human-like anti-Neu5Gc antibodies were elicited. Approach and Results: We now ask whether interventional Neu5Ac feeding attenuates metabolically incorporated Neu5Gc-mediated inflammatory acceleration of atherogenesis in this Cmah-/-Ldlr-/- model system. Switching to a Neu5Gc-free high-fat diet or adding a 5-fold excess of Collocalia mucoid-derived Neu5Ac in high-fat diet protects against accelerated atherosclerosis. Switching completely from a Neu5Gc-rich to a Neu5Ac-rich diet further reduces severity. Remarkably, feeding Neu5Ac-enriched high-fat diet alone has a substantial intrinsic protective effect against atherosclerosis in Ldlr-/- mice even in the absence of dietary Neu5Gc but only in the human-like Cmah-null background. Conclusions: Interventional Neu5Ac feeding can mitigate or prevent the red meat/Neu5Gc-mediated increased risk for atherosclerosis, and has an intrinsic protective effect, even in the absence of Neu5Gc feeding. These findings suggest that similar interventions should be tried in humans and that Neu5Ac-enriched diets alone should also be investigated further.
Subject(s)
Aorta/metabolism , Aortic Diseases/prevention & control , Atherosclerosis/prevention & control , Dietary Supplements , N-Acetylneuraminic Acid/administration & dosage , Neuraminic Acids/administration & dosage , Plaque, Atherosclerotic , Animal Feed , Animals , Antibodies/metabolism , Aorta/pathology , Aortic Diseases/genetics , Aortic Diseases/metabolism , Aortic Diseases/pathology , Atherosclerosis/genetics , Atherosclerosis/metabolism , Atherosclerosis/pathology , Diet, High-Fat , Disease Models, Animal , Foam Cells/metabolism , Foam Cells/pathology , Humans , Male , Mice, Inbred C57BL , Mice, Knockout , Mixed Function Oxygenases/genetics , Mixed Function Oxygenases/metabolism , N-Acetylneuraminic Acid/metabolism , Neuraminic Acids/immunology , Neuraminic Acids/metabolism , Pan troglodytes , Receptors, LDL/genetics , Receptors, LDL/metabolism , Sialadenitis/metabolism , Sialadenitis/pathology , THP-1 CellsABSTRACT
Tracheal antimicrobial peptide (TAP) is a ß-defensin produced by mucosal epithelial cells of cattle. Although effective against several human pathogens, the activity of this bovine peptide against the bacterial pathogens that cause bovine respiratory disease have not been reported. This study compared the antibacterial effects of synthetic TAP against Mannheimia haemolytica, Histophilus somni, Pasteurella multocida, and Mycoplasma bovis. Bactericidal activity against M. bovis was not detected. In contrast, the Pasteurellaceae bacteria showed similar levels of susceptibility to that of Escherichia coli, with 0.125µg TAP inhibiting growth in a radial diffusion assay and minimum inhibitory concentrations of 1.56-6.25µg/ml in a bactericidal assay. Significant differences among isolates were not observed. Sequencing of exon 2 of the TAP gene from 23 cattle revealed a prevalent non-synonymous single nucleotide polymorphism (SNP) A137G, encoding either serine or asparagine at residue 20 of the mature peptide. The functional effect of this SNP was tested against M. haemolytica using synthetic peptides. The bactericidal effect of the asparagine-containing peptide was consistently higher than the serine-containing peptide. Bactericidal activities were similar for an acapsular mutant of M. haemolytica compared to the wild type. These findings indicate that the Pasteurellaceae bacteria that cause bovine respiratory disease are susceptible to killing by bovine TAP and appear not to have evolved resistance, whereas M. bovis appears to be resistant. A non-synonymous SNP was identified in the coding region of the TAP gene, and the corresponding peptides vary in their bactericidal activity against M. haemolytica.