| Literature DB >> 28287618 |
J Charles Hoxmeier1, Amy C Fleshman1, Corey D Broeckling2, Jessica E Prenni2, Marc C Dolan1, Kenneth L Gage1, Lars Eisen1.
Abstract
The causal agents of Lyme disease in North America, Borrelia burgdorferi and Borrelia mayonii, are transmitted primarily by Ixodes scapularis ticks. Due to their limited metabolic capacity, spirochetes rely on the tick blood meal for nutrients and metabolic intermediates while residing in the tick vector, competing with the tick for nutrients in the blood meal. Metabolomics is an effective methodology to explore dynamics of spirochete survival and multiplication in tick vectors before transmission to a vertebrate host via tick saliva. Using gas chromatography coupled to mass spectrometry, we identified statistically significant differences in the metabolic profile among uninfected I. scapularis nymphal ticks, B. burgdorferi-infected nymphal ticks and B. mayonii-infected nymphal ticks by measuring metabolism every 24 hours over the course of their up to 96 hour blood meals. Specifically, differences in the abundance of purines, amino acids, carbohydrates, and fatty acids during the blood meal among the three groups of nymphal ticks suggest that B. mayonii and B. burgdorferi may have different metabolic capabilities, especially during later stages of nymphal feeding. Understanding mechanisms underlying variable metabolic requirements of different Lyme disease spirochetes within tick vectors could potentially aid development of novel methods to control spirochete transmission.Entities:
Mesh:
Year: 2017 PMID: 28287618 PMCID: PMC5347386 DOI: 10.1038/srep44394
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Table of significant features for uninfected (Control) Ixodes scapularis nymphs versus nymphs infected with the Lyme disease spirochetes Borrelia burgdorferi (Bb) or Borrelia mayonii (Bm).
| Annotation | p-value | Prefeed-Fold Change | Day 1-Fold Change | Day 2-Fold Change | Day 3-Fold Change | Day 4-Fold Change | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ID | Functional Class | KEGG ID | MSI Conf. | trt | day | trt:day | Control /Bb | Control /Bm | Control /Bb | Control /Bm | Control /Bb | Control /Bm | Control/Bb | Control/Bm | Control/Bb | Control/Bm |
| Adenosine, alpha- (4TMS) MP | Nucleic Acid | C00212 | 2 | 0.0071 | 0.0014 | 0.0656 | 2.5 | 3.6 | 1.2 | 0.9 | 5.8 | 7.7 | 1.5 | 1.6 | 0.7 | 2.6 |
| Adenosine-5-monophosphate (5TMS) | Nucleic Acid | C00020 | 2 | 0.0219 | <0.0001 | 0.1554 | 0.8 | 0.8 | 1.3 | 0.9 | 0.8 | 0.8 | 1.0 | 1.7 | 1.0 | 3.2 |
| Alanine (2TMS) | Amino Acids | C00041 | 2 | 0.0048 | <0.0001 | 0.0193 | 1.1 | 1.0 | 1.4 | 0.5 | 2.3 | 1.9 | 1.3 | 1.1 | 1.1 | 2.3 |
| Allantoin (4TMS) | Ureide | C02350 | 2 | 0.1195 | 0.0001 | 0.5881 | 1.0 | 1.0 | 1.4 | 0.7 | 2.2 | 1.8 | 1.3 | 1.5 | 0.9 | 2.0 |
| Benzoic acid, (1TMS) | Co-factor | C00180 | 1 | 0.0027 | 0.0003 | 0.0041 | 1.6 | 0.5 | 3.6 | 1.0 | 1.2 | 2.0 | 0.9 | 0.7 | 1.5 | 3.7 |
| Campesterol (1TMS) | Lipid | C01789 | 2 | 0.0281 | <0.0001 | 0.0017 | 0.8 | 0.8 | 1.2 | 1.3 | 0.9 | 1.5 | 0.7 | 0.6 | 0.8 | 2.8 |
| Carbodiimide (2TMS) | Xenobiotic | C01566 | 2 | 0.0005 | 0.0002 | 0.0106 | 2.1 | 1.8 | 0.3 | 1.7 | 0.7 | 3.7 | 1.5 | 1.5 | 1.2 | 2.2 |
| Cholesterol (1TMS) | Lipid | C00187 | 2 | 0.0004 | <0.0001 | 0.0022 | 2.2 | 1.4 | 2.1 | 1.2 | 1.7 | 2.3 | 0.8 | 1.0 | 1.0 | 2.6 |
| Cystathionine (4TMS) | Amino Acids | C02291 | 2 | 0.0010 | <0.0001 | 0.0013 | 0.9 | 0.8 | 0.7 | 0.9 | 0.9 | 1.7 | 1.4 | 1.2 | 1.2 | 7.2 |
| Dodecanoic acid (1TMS) | Lipid | C02679 | 2 | <0.0001 | 0.0003 | 0.0001 | 1.8 | 1.0 | 2.3 | 1.3 | 1.3 | 1.9 | 1.2 | 1.2 | 1.1 | 3.2 |
| Ethanolamine (3TMS) | Amine | C00189 | 2 | 0.0023 | <0.0001 | 0.0146 | 1.6 | 1.3 | 1.4 | 1.8 | 1.5 | 1.6 | 1.6 | 2.5 | 1.0 | 5.7 |
| Ethanolaminephosphate (4TMS) | Lipid | C00346 | 2 | 0.0083 | <0.0001 | 0.0476 | 1.7 | 0.8 | 1.5 | 0.8 | 2.6 | 2.1 | 1.2 | 1.2 | 1.0 | 4.2 |
| Galactose (1MEOX) (5TMS) BP.1 | Carbohydrates | C00124 | 2 | 0.0265 | 0.0001 | 0.0305 | 1.2 | 1.6 | 1.6 | 1.0 | 1.6 | 1.5 | 1.6 | 1.0 | 1.7 | 11.2 |
| Gentiobiose (1MEOX) (8TMS) BP | Carbohydrates (Xeno) | C08240 | 2 | 0.0080 | 0.0001 | 0.0155 | 1.1 | 0.9 | 1.2 | 1.5 | 4.7 | 5.1 | 6.5 | 3.1 | 0.9 | 2.9 |
| Glutamic acid (3TMS) | Amino Acids | C00025 | 2 | <0.0001 | <0.0001 | 0.0001 | 1.5 | 0.7 | 1.1 | 0.3 | 2.1 | 1.7 | 1.2 | 1.3 | 1.0 | 2.4 |
| Glutamine, DL- (3TMS) | Amino Acids | C00064 | 2 | 0.1856 | <0.0001 | 0.0249 | 4.7 | 0.9 | 1.8 | 0.7 | 2.4 | 1.8 | 3.0 | 1.0 | 0.6 | 1.7 |
| Glycerol (3TMS) | Carbohydrates | C00116 | 2 | 0.0004 | <0.0001 | 0.0066 | 1.5 | 1.5 | 1.2 | 1.1 | 1.7 | 2.1 | 1.4 | 1.3 | 1.4 | 3.0 |
| Glycerol-3-phosphate (4TMS) | Lipid | C00093 | 2 | 0.0004 | <0.0001 | 0.0025 | 1.7 | 0.9 | 4.2 | 1.9 | 3.0 | 2.6 | 1.2 | 1.3 | 0.8 | 2.8 |
| Glycine (3TMS) | Amino Acids | C00037 | 2 | <0.0001 | <0.0001 | 0.0009 | 1.6 | 1.4 | 1.4 | 0.5 | 2.3 | 2.0 | 1.4 | 1.1 | 1.2 | 2.3 |
| Guanine (3TMS) | Nucleic Acid | C00242 | 2 | 0.0214 | 0.0001 | 0.0797 | 2.1 | 1.4 | 2.1 | 0.8 | 2.9 | 5.0 | 1.4 | 2.3 | 0.6 | 3.0 |
| Guanosine (5TMS) | Nucleic Acid | C00387 | 2 | 0.0025 | 0.0003 | 0.0856 | 4.2 | 4.2 | 1.8 | 0.7 | 5.2 | 7.3 | 1.6 | 2.0 | 0.7 | 3.2 |
| Hexadecanoic acid (1TMS) | Lipid | C00249 | 2 | <0.0001 | <0.0001 | <0.0001 | 1.5 | 0.3 | 1.0 | 0.3 | 1.1 | 0.3 | 0.9 | 0.4 | 1.0 | 1.1 |
| Hypoxanthine (2TMS) | Nucleic Acid | C00262 | 2 | 0.1108 | 0.0002 | 0.5390 | 1.0 | 1.0 | 1.5 | 0.8 | 8.4 | 8.4 | 1.1 | 1.2 | 1.0 | 2.4 |
| Inosine (4TMS) | Nucleic Acid | C00294 | 2 | 0.0595 | <0.0001 | 0.3658 | 74.9 | 4.5 | 39.1 | 29.3 | 0.0 | 0.0 | 0.5 | 1.6 | 1.8 | 17.2 |
| Isoleucine (2TMS) | Amino Acids | C00407 | 2 | 0.0045 | <0.0001 | 0.0211 | 1.5 | 0.4 | 2.1 | 0.2 | 3.4 | 2.6 | 2.1 | 1.2 | 1.2 | 3.9 |
| Leucine (1TMS) | Amino Acids | C00123 | 2 | 0.0017 | <0.0001 | 0.0134 | 1.5 | 1.1 | 1.9 | 0.5 | 3.7 | 4.2 | 1.8 | 1.1 | 1.3 | 4.1 |
| Lysine (4TMS) | Amino Acids | C00047 | 2 | 0.0009 | <0.0001 | 0.0011 | 1.6 | 1.5 | 0.9 | 0.4 | 2.4 | 1.5 | 1.5 | 1.5 | 1.0 | 3.2 |
| Maltose (1MEOX) (8TMS) MP | Carbohydrates | C00208 | 2 | 0.0036 | <0.0001 | 0.0071 | 1.5 | 1.9 | 1.3 | 1.6 | 4.8 | 6.7 | 5.5 | 3.3 | 0.8 | 2.9 |
| myo-Inositol-1-phosphate (7TMS) | Co-factor | C01177 | 2 | 0.0016 | <0.0001 | 0.0184 | 1.5 | 1.5 | 1.1 | 0.8 | 2.6 | 2.1 | 1.0 | 1.1 | 1.0 | 2.3 |
| NA114002 (classified unknown) | unknown | unknown | 2 | 0.0005 | <0.0001 | 0.0012 | 1.3 | 0.9 | 1.1 | 1.0 | 1.2 | 1.2 | 1.1 | 1.0 | 1.0 | 1.1 |
| Octadecenoic acid, 9-(Z)- (1TMS) | Lipid | C00712 | 2 | <0.0001 | <0.0001 | 0.0017 | 1.4 | 0.7 | 1.9 | 1.4 | 1.7 | 2.7 | 1.3 | 1.2 | 1.2 | 3.6 |
| Ornithine (4TMS) | Amino Acids | C00077 | 2 | 0.0045 | <0.0001 | 0.0072 | 2.5 | 3.2 | 1.5 | 0.7 | 1.7 | 1.5 | 1.5 | 1.1 | 1.0 | 3.8 |
| Pantothenic acid, D- (3TMS) | Vitamins | C00864 | 2 | <0.0001 | <0.0001 | 0.0002 | 1.1 | 0.8 | 1.6 | 0.8 | 3.6 | 2.9 | 2.1 | 1.8 | 1.1 | 3.0 |
| Phenylalanine (2TMS) | Amino Acids | C00079 | 2 | 0.0003 | <0.0001 | 0.0017 | 1.8 | 0.9 | 1.9 | 0.4 | 1.9 | 2.5 | 2.2 | 1.4 | 1.4 | 4.7 |
| Phosphoric acid (3TMS) | Co-factor | C00009 | 2 | 0.0004 | <0.0001 | 0.0015 | 1.0 | 1.1 | 0.9 | 1.3 | 1.5 | 1.7 | 1.0 | 1.0 | 1.0 | 2.0 |
| Phosphoric acid monomethyl ester (2TMS) | Xenobiotic | C19998 | 2 | 0.0042 | <0.0001 | 0.0095 | 1.0 | 1.2 | 1.0 | 0.7 | 4.0 | 2.4 | 0.6 | 1.2 | 0.9 | 3.3 |
| Proline (1TMS) | Amino Acids | C00148 | 2 | <0.0001 | <0.0001 | <0.0001 | 1.1 | 1.0 | 1.0 | 1.0 | 2.3 | 1.6 | 1.1 | 0.8 | 1.1 | 4.7 |
| Pyroglutamic acid (2TMS) | Amino Acids | C01879 | 2 | <0.0001 | <0.0001 | 0.0006 | 2.6 | 1.2 | 1.4 | 0.8 | 2.0 | 1.7 | 1.3 | 1.6 | 0.9 | 2.8 |
| Serine (3TMS) | Amino Acids | C00065 | 2 | 0.0012 | <0.0001 | 0.0052 | 1.8 | 1.0 | 1.1 | 0.5 | 1.9 | 1.9 | 1.7 | 1.4 | 1.0 | 3.3 |
| Sitosterol, beta- (1TMS) | Lipid | C01753 | 2 | 0.0874 | <0.0001 | 0.0078 | 0.9 | 1.4 | 1.0 | 1.5 | 0.5 | 1.5 | 0.5 | 0.4 | 0.8 | 3.3 |
| Sucrose (8TMS) | Carbohydrates | C00089 | 2 | 0.0010 | 0.2407 | 0.0043 | 2.2 | 1.0 | 1.1 | 0.1 | 1.2 | 0.1 | 1.7 | 1.2 | 1.0 | 1.4 |
| Threonine (3TMS) | Amino Acids | C00188 | 2 | 0.0024 | <0.0001 | 0.0236 | 1.5 | 1.1 | 1.2 | 0.5 | 2.0 | 2.4 | 1.9 | 1.1 | 1.3 | 3.2 |
| Tryptophan (3TMS) | Amino Acids | C00078 | 2 | 0.1798 | <0.0001 | 0.0103 | 1.3 | 0.5 | 1.0 | 0.6 | 1.5 | 0.8 | 1.0 | 0.9 | 0.9 | 1.6 |
| Tyrosine (3TMS) | Amino Acids | C00082 | 2 | 0.0028 | <0.0001 | 0.0136 | 1.2 | 1.2 | 1.6 | 0.5 | 1.6 | 1.6 | 1.5 | 1.4 | 1.0 | 3.3 |
| Uracil (2TMS) | Nucleic Acid | C00106 | 2 | 0.0021 | <0.0001 | 0.0471 | 1.2 | 0.8 | 0.5 | 0.5 | 2.4 | 2.0 | 1.1 | 1.1 | 1.2 | 2.1 |
| Urea (2TMS) | Amino Acids | C00086 | 2 | 0.0045 | <0.0001 | 0.0366 | 1.1 | 0.5 | 2.3 | 0.6 | 2.9 | 2.9 | 1.0 | 1.1 | 1.3 | 2.8 |
| Valine (2TMS) | Amino Acids | C00183 | 2 | <0.0001 | <0.0001 | 0.0002 | 1.4 | 0.7 | 1.2 | 0.4 | 3.1 | 2.3 | 2.1 | 1.4 | 1.1 | 3.8 |
| Xanthine (3TMS) | Nucleic Acid | C00385 | 2 | 0.0001 | <0.0001 | 0.0001 | 1.1 | 0.8 | 1.0 | 0.6 | 6.5 | 4.4 | 0.8 | 1.2 | 0.7 | 0.7 |
| Xanthosine (5TMS) | Nucleic Acid | C01762 | 2 | 0.2085 | <0.0001 | 0.0340 | 2.1 | 0.9 | 1.3 | 0.2 | 7.0 | 1.3 | 1.4 | 1.4 | 0.4 | 1.6 |
A. KEGG: Kyoto Encyclopedia of Genes and Genomes; B. MSI Conf. Metabolomics Standards Initiative confidence of annotation; C. p-value significance by ANOVA analysis of treatment (trt: Borrelia infection status), time, and treatment:time (trt:time). D. Fold change determined by dividing relative abundance of selected metabolite in control ticks by relative abundance of metabolite in the Borrelia infected groups.
Figure 1Purine Pathways.
Accumulation over time of statistically significant (ANOVA p ≤ 0.05) metabolites involved in purine metabolic pathway in uninfected (control) Ixodes scapularis nymphs versus nymphs infected with the Lyme disease spirochetes Borrelia burgdorferi or Borrelia mayonii.
Figure 2Carbohydrates.
Accumulation over time of statistically significant (ANOVA p ≤ 0.05) carbohydrates in uninfected (control) Ixodes scapularis nymphs versus nymphs infected with the Lyme disease spirochetes Borrelia burgdorferi or Borrelia mayonii.
Figure 3Fatty Acids.
Accumulation over time of statistically significant (ANOVA p ≤ 0.05) lipids in uninfected (control) Ixodes scapularis nymphs versus nymphs infected with the Lyme disease spirochetes Borrelia burgdorferi or Borrelia mayonii.